result_long_term_forecast.txt

Exchange_Rate_Report DLinear_sl_96_pl_24  test scaled
mae:0.70497, rmse:0.9602, mse:0.92199

Exchange_Rate_Report DLinear_sl_96_pl_24  test
mae:0.32914, rmse:1.0385, mse:1.0785, rmsle 0.0087499 smape 0.84894

Exchange_Rate_Report DLinear_sl_96_pl_24  test scaled
mae:0.70208, rmse:0.95646, mse:0.91482

Exchange_Rate_Report DLinear_sl_96_pl_24  test
mae:0.32857, rmse:1.0306, mse:1.0622, rmsle 0.0087127 smape 0.84758

Exchange_Rate_Report DLinear_sl_96_pl_24  test scaled
mae:0.69954, rmse:0.95777, mse:0.91732

Exchange_Rate_Report DLinear_sl_96_pl_24  test
mae:0.32341, rmse:1.0218, mse:1.044, rmsle 0.0086802 smape 0.84382

Exchange_Rate_Report iTransformer_sl_96_pl_24  test scaled
mae:0.80616, rmse:1.077, mse:1.16

Exchange_Rate_Report iTransformer_sl_96_pl_24  test
mae:0.38525, rmse:1.2092, mse:1.4622, rmsle 0.010068 smape 0.97795

Exchange_Rate_Report iTransformer_sl_96_pl_24  test scaled
mae:0.73819, rmse:1.0054, mse:1.0107

Exchange_Rate_Report iTransformer_sl_96_pl_24  test
mae:0.32883, rmse:1.0329, mse:1.067, rmsle 0.0089594 smape 0.89142

Exchange_Rate_Report iTransformer_sl_96_pl_24  test scaled
mae:0.7547, rmse:1.0081, mse:1.0162

Exchange_Rate_Report iTransformer_sl_96_pl_24  test
mae:0.3599, rmse:1.0975, mse:1.2045, rmsle 0.0092978 smape 0.91853

Exchange_Rate_Report PatchTST_sl_96_pl_24  test scaled
mae:0.70061, rmse:0.94464, mse:0.89235

Exchange_Rate_Report PatchTST_sl_96_pl_24  test
mae:0.36536, rmse:1.0673, mse:1.1391, rmsle 0.0088346 smape 0.85479

Exchange_Rate_Report PatchTST_sl_96_pl_24  test scaled
mae:0.7159, rmse:0.96521, mse:0.93163

Exchange_Rate_Report PatchTST_sl_96_pl_24  test
mae:0.36703, rmse:1.0831, mse:1.1731, rmsle 0.0089768 smape 0.86529

Exchange_Rate_Report PatchTST_sl_96_pl_24  test scaled
mae:0.72221, rmse:1.0014, mse:1.0027

Exchange_Rate_Report PatchTST_sl_96_pl_24  test
mae:0.32558, rmse:1.0209, mse:1.0422, rmsle 0.0088833 smape 0.87503

Exchange_Rate_Report TimesNet_sl_96_pl_24  test scaled
mae:0.91907, rmse:1.1778, mse:1.3873

Exchange_Rate_Report TimesNet_sl_96_pl_24  test
mae:0.49371, rmse:1.5074, mse:2.2724, rmsle 0.012279 smape 1.1507

Exchange_Rate_Report TimesNet_sl_96_pl_24  test scaled
mae:1.0691, rmse:1.4279, mse:2.0389

Exchange_Rate_Report TimesNet_sl_96_pl_24  test
mae:0.53187, rmse:1.6231, mse:2.6345, rmsle 0.013445 smape 1.2752

Exchange_Rate_Report MICN_sl_96_pl_24  test scaled
mae:0.75018, rmse:0.98428, mse:0.96881

Exchange_Rate_Report MICN_sl_96_pl_24  test
mae:0.37113, rmse:1.1203, mse:1.2551, rmsle 0.0093557 smape 0.91685

Exchange_Rate_Report MICN_sl_96_pl_24  test scaled
mae:0.77447, rmse:1.0218, mse:1.044

Exchange_Rate_Report MICN_sl_96_pl_24  test
mae:0.36454, rmse:1.0999, mse:1.2097, rmsle 0.0095682 smape 0.94479

Exchange_Rate_Report MICN_sl_96_pl_24  test scaled
mae:0.75278, rmse:0.98879, mse:0.97771

Exchange_Rate_Report MICN_sl_96_pl_24  test
mae:0.36918, rmse:1.1196, mse:1.2534, rmsle 0.0093929 smape 0.92177

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test scaled
mae:0.72597, rmse:0.98085, mse:0.96206

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test
mae:0.31912, rmse:1.0084, mse:1.0169, rmsle 0.0089135 smape 0.88748

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test scaled
mae:0.71354, rmse:0.96825, mse:0.93752

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test
mae:0.33336, rmse:1.0344, mse:1.0701, rmsle 0.0088486 smape 0.8655

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test scaled
mae:0.71504, rmse:0.96866, mse:0.9383

Exchange_Rate_Report TimeMixer_sl_96_pl_24  test
mae:0.32408, rmse:1.0194, mse:1.0392, rmsle 0.008751 smape 0.8636

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test scaled
mae:0.8573, rmse:1.1119, mse:1.2364

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test
mae:0.37796, rmse:1.1463, mse:1.3139, rmsle 0.010276 smape 1.069

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test scaled
mae:0.80492, rmse:1.0707, mse:1.1464

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test
mae:0.35943, rmse:1.127, mse:1.2701, rmsle 0.0099152 smape 0.99195

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test scaled
mae:0.78055, rmse:1.0117, mse:1.0235

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori  test
mae:0.37976, rmse:1.1036, mse:1.218, rmsle 0.0095361 smape 0.97495

Apple DLinear_sl_96_pl_24  test scaled
mae:0.96065, rmse:1.2541, mse:1.5728

Apple DLinear_sl_96_pl_24  test
mae:4.1128e+06, rmse:1.3767e+07, mse:1.8953e+14, rmsle 0.18561 smape 9.5292

Apple DLinear_sl_96_pl_24  test scaled
mae:0.95703, rmse:1.2549, mse:1.5749

Apple DLinear_sl_96_pl_24  test
mae:4.139e+06, rmse:1.386e+07, mse:1.9211e+14, rmsle 0.18677 smape 9.5357

Apple DLinear_sl_96_pl_24  test scaled
mae:0.96412, rmse:1.2579, mse:1.5823

Apple DLinear_sl_96_pl_24  test
mae:4.0882e+06, rmse:1.3696e+07, mse:1.8759e+14, rmsle 0.18485 smape 9.5186

Apple PatchTST_sl_96_pl_24  test scaled
mae:1.0416, rmse:1.3897, mse:1.9312

Apple PatchTST_sl_96_pl_24  test
mae:3.5495e+06, rmse:1.2556e+07, mse:1.5765e+14, rmsle 0.17176 smape 9.2825

Apple PatchTST_sl_96_pl_24  test scaled
mae:1.0592, rmse:1.4387, mse:2.0698

Apple PatchTST_sl_96_pl_24  test
mae:3.4442e+06, rmse:1.2458e+07, mse:1.5521e+14, rmsle 0.17466 smape 9.3682

Apple PatchTST_sl_96_pl_24  test scaled
mae:1.043, rmse:1.4356, mse:2.061

Apple PatchTST_sl_96_pl_24  test
mae:3.2569e+06, rmse:1.2023e+07, mse:1.4456e+14, rmsle 0.16583 smape 8.9782

Apple TimesNet_sl_96_pl_24  test scaled
mae:1.0502, rmse:1.3674, mse:1.8698

Apple TimesNet_sl_96_pl_24  test
mae:3.1253e+06, rmse:1.1924e+07, mse:1.4218e+14, rmsle 0.16001 smape 8.8547

Apple TimesNet_sl_96_pl_24  test scaled
mae:0.94372, rmse:1.2577, mse:1.5818

Apple TimesNet_sl_96_pl_24  test
mae:3.1563e+06, rmse:1.2097e+07, mse:1.4635e+14, rmsle 0.16182 smape 8.3856

Apple TimesNet_sl_96_pl_24  test scaled
mae:1.0235, rmse:1.3431, mse:1.8038

Apple TimesNet_sl_96_pl_24  test
mae:3.1636e+06, rmse:1.2229e+07, mse:1.4955e+14, rmsle 0.16482 smape 8.8535

Apple iTransformer_sl_96_pl_24  test scaled
mae:1.0558, rmse:1.358, mse:1.8441

Apple iTransformer_sl_96_pl_24  test
mae:3.9545e+06, rmse:1.3472e+07, mse:1.8148e+14, rmsle 0.19381 smape 10.041

Apple iTransformer_sl_96_pl_24  test scaled
mae:1.0754, rmse:1.3723, mse:1.8833

Apple iTransformer_sl_96_pl_24  test
mae:4.3876e+06, rmse:1.4268e+07, mse:2.0357e+14, rmsle 0.20413 smape 10.577

Apple iTransformer_sl_96_pl_24  test scaled
mae:1.1551, rmse:1.445, mse:2.088

Apple iTransformer_sl_96_pl_24  test
mae:4.4331e+06, rmse:1.4341e+07, mse:2.0567e+14, rmsle 0.2028 smape 10.912

Apple MICN_sl_96_pl_24  test scaled
mae:0.90948, rmse:1.228, mse:1.508

Apple MICN_sl_96_pl_24  test
mae:3.5943e+06, rmse:1.2497e+07, mse:1.5617e+14, rmsle 0.16863 smape 8.8131

Apple MICN_sl_96_pl_24  test scaled
mae:0.90952, rmse:1.2426, mse:1.5441

Apple MICN_sl_96_pl_24  test
mae:3.5523e+06, rmse:1.2442e+07, mse:1.5479e+14, rmsle 0.16769 smape 8.7637

Apple MICN_sl_96_pl_24  test scaled
mae:0.88214, rmse:1.1905, mse:1.4173

Apple MICN_sl_96_pl_24  test
mae:3.5967e+06, rmse:1.2519e+07, mse:1.5673e+14, rmsle 0.16815 smape 8.6736

Apple TimeMixer_sl_96_pl_24  test scaled
mae:1.1027, rmse:1.4381, mse:2.0683

Apple TimeMixer_sl_96_pl_24  test
mae:3.5224e+06, rmse:1.2575e+07, mse:1.5813e+14, rmsle 0.17511 smape 9.6523

Apple TimeMixer_sl_96_pl_24  test scaled
mae:1.0708, rmse:1.3952, mse:1.9466

Apple TimeMixer_sl_96_pl_24  test
mae:3.6048e+06, rmse:1.2795e+07, mse:1.6371e+14, rmsle 0.1793 smape 9.6644

Apple TimeMixer_sl_96_pl_24  test scaled
mae:0.9974, rmse:1.3044, mse:1.7015

Apple TimeMixer_sl_96_pl_24  test
mae:3.6404e+06, rmse:1.2965e+07, mse:1.6809e+14, rmsle 0.17946 smape 9.3422

Apple CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0929, rmse:1.397, mse:1.9517

Apple CALF_sl_96_pl_24_id_ori  test
mae:4.5033e+06, rmse:1.4782e+07, mse:2.1852e+14, rmsle 0.19888 smape 10.409

Apple CALF_sl_96_pl_24_id_ori  test scaled
mae:0.95558, rmse:1.2472, mse:1.5556

Apple CALF_sl_96_pl_24_id_ori  test
mae:4.0985e+06, rmse:1.4133e+07, mse:1.9973e+14, rmsle 0.19135 smape 9.534

Apple CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0666, rmse:1.3692, mse:1.8747

Apple CALF_sl_96_pl_24_id_ori  test
mae:4.574e+06, rmse:1.5151e+07, mse:2.2955e+14, rmsle 0.20637 smape 10.478

Crude_Oil DLinear_sl_96_pl_24  test scaled
mae:0.771, rmse:1.0285, mse:1.0578

Crude_Oil DLinear_sl_96_pl_24  test
mae:13771, rmse:39364, mse:1.5495e+09, rmsle 0.29276 smape 10.302

Crude_Oil DLinear_sl_96_pl_24  test scaled
mae:0.78369, rmse:1.0472, mse:1.0966

Crude_Oil DLinear_sl_96_pl_24  test
mae:13799, rmse:39491, mse:1.5595e+09, rmsle 0.29727 smape 10.366

Crude_Oil DLinear_sl_96_pl_24  test scaled
mae:0.78774, rmse:1.0467, mse:1.0956

Crude_Oil DLinear_sl_96_pl_24  test
mae:13735, rmse:39258, mse:1.5412e+09, rmsle 0.29454 smape 10.397

Crude_Oil PatchTST_sl_96_pl_24  test scaled
mae:0.79288, rmse:1.0698, mse:1.1445

Crude_Oil PatchTST_sl_96_pl_24  test
mae:14394, rmse:42282, mse:1.7877e+09, rmsle 0.32071 smape 10.656

Crude_Oil PatchTST_sl_96_pl_24  test scaled
mae:0.76206, rmse:1.0443, mse:1.0906

Crude_Oil PatchTST_sl_96_pl_24  test
mae:14825, rmse:42787, mse:1.8307e+09, rmsle 0.30878 smape 10.617

Crude_Oil PatchTST_sl_96_pl_24  test scaled
mae:0.72761, rmse:0.95721, mse:0.91624

Crude_Oil PatchTST_sl_96_pl_24  test
mae:14593, rmse:41878, mse:1.7538e+09, rmsle 0.29836 smape 10.5

Crude_Oil TimesNet_sl_96_pl_24  test scaled
mae:0.87218, rmse:1.1058, mse:1.2228

Crude_Oil TimesNet_sl_96_pl_24  test
mae:14216, rmse:41174, mse:1.6953e+09, rmsle 0.31235 smape 11.323

Crude_Oil TimesNet_sl_96_pl_24  test scaled
mae:0.75436, rmse:1.072, mse:1.1492

Crude_Oil TimesNet_sl_96_pl_24  test
mae:14883, rmse:44473, mse:1.9778e+09, rmsle 0.32254 smape 10.523

Crude_Oil TimesNet_sl_96_pl_24  test scaled
mae:0.82001, rmse:1.0965, mse:1.2023

Crude_Oil TimesNet_sl_96_pl_24  test
mae:14602, rmse:43511, mse:1.8932e+09, rmsle 0.32706 smape 10.986

Crude_Oil iTransformer_sl_96_pl_24  test scaled
mae:0.78032, rmse:1.0414, mse:1.0845

Crude_Oil iTransformer_sl_96_pl_24  test
mae:15175, rmse:43290, mse:1.8741e+09, rmsle 0.31284 smape 10.839

Crude_Oil iTransformer_sl_96_pl_24  test scaled
mae:0.90878, rmse:1.2703, mse:1.6138

Crude_Oil iTransformer_sl_96_pl_24  test
mae:14475, rmse:41956, mse:1.7603e+09, rmsle 0.31141 smape 11.564

Crude_Oil iTransformer_sl_96_pl_24  test scaled
mae:0.79255, rmse:1.0199, mse:1.0403

Crude_Oil iTransformer_sl_96_pl_24  test
mae:15132, rmse:43394, mse:1.8831e+09, rmsle 0.31563 smape 10.916

Crude_Oil MICN_sl_96_pl_24  test scaled
mae:0.71167, rmse:0.95864, mse:0.91899

Crude_Oil MICN_sl_96_pl_24  test
mae:12448, rmse:35909, mse:1.2894e+09, rmsle 0.26479 smape 9.5827

Crude_Oil MICN_sl_96_pl_24  test scaled
mae:0.71337, rmse:0.95966, mse:0.92095

Crude_Oil MICN_sl_96_pl_24  test
mae:12722, rmse:36503, mse:1.3325e+09, rmsle 0.27722 smape 9.6782

Crude_Oil MICN_sl_96_pl_24  test scaled
mae:0.72262, rmse:0.98144, mse:0.96322

Crude_Oil MICN_sl_96_pl_24  test
mae:13336, rmse:37717, mse:1.4226e+09, rmsle 0.28515 smape 9.9731

Crude_Oil TimeMixer_sl_96_pl_24  test scaled
mae:0.88253, rmse:1.211, mse:1.4666

Crude_Oil TimeMixer_sl_96_pl_24  test
mae:13594, rmse:39086, mse:1.5277e+09, rmsle 0.29974 smape 11.12

Crude_Oil TimeMixer_sl_96_pl_24  test scaled
mae:0.96168, rmse:1.3721, mse:1.8827

Crude_Oil TimeMixer_sl_96_pl_24  test
mae:13878, rmse:40056, mse:1.6045e+09, rmsle 0.30661 smape 11.507

Crude_Oil TimeMixer_sl_96_pl_24  test scaled
mae:0.95112, rmse:1.2573, mse:1.5807

Crude_Oil TimeMixer_sl_96_pl_24  test
mae:13621, rmse:39433, mse:1.555e+09, rmsle 0.30304 smape 11.68

Crude_Oil CALF_sl_96_pl_24_id_ori  test scaled
mae:0.89398, rmse:1.1437, mse:1.3081

Crude_Oil CALF_sl_96_pl_24_id_ori  test
mae:18847, rmse:56269, mse:3.1662e+09, rmsle 0.37212 smape 12.163

Crude_Oil CALF_sl_96_pl_24_id_ori  test scaled
mae:0.86372, rmse:1.1266, mse:1.2692

Crude_Oil CALF_sl_96_pl_24_id_ori  test
mae:16701, rmse:50989, mse:2.5999e+09, rmsle 0.35646 smape 11.472

Crude_Oil CALF_sl_96_pl_24_id_ori  test scaled
mae:0.88607, rmse:1.1297, mse:1.2762

Crude_Oil CALF_sl_96_pl_24_id_ori  test
mae:17963, rmse:53840, mse:2.8988e+09, rmsle 0.36256 smape 11.983

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:0.81002, rmse:1.0151, mse:1.0305

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:14548, rmse:41711, mse:1.7398e+09, rmsle 0.34598 smape 11.697

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:1.1411, rmse:1.4632, mse:2.141

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:13314, rmse:37861, mse:1.4334e+09, rmsle 0.29977 smape 13.28

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:0.81359, rmse:0.98168, mse:0.96369

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:17283, rmse:48297, mse:2.3326e+09, rmsle 0.53412 smape 13.233

Gold DLinear_sl_96_pl_24  test scaled
mae:1.0441, rmse:1.5496, mse:2.4014

Gold DLinear_sl_96_pl_24  test
mae:10621, rmse:29265, mse:8.5646e+08, rmsle 0.14738 smape 7.2545

Gold DLinear_sl_96_pl_24  test scaled
mae:1.0525, rmse:1.5588, mse:2.4298

Gold DLinear_sl_96_pl_24  test
mae:10546, rmse:29057, mse:8.4431e+08, rmsle 0.14655 smape 7.2504

Gold DLinear_sl_96_pl_24  test scaled
mae:1.0397, rmse:1.5456, mse:2.3888

Gold DLinear_sl_96_pl_24  test
mae:10456, rmse:28764, mse:8.2735e+08, rmsle 0.14524 smape 7.1649

Gold PatchTST_sl_96_pl_24  test scaled
mae:1.0981, rmse:1.6091, mse:2.5891

Gold PatchTST_sl_96_pl_24  test
mae:11325, rmse:31784, mse:1.0102e+09, rmsle 0.16413 smape 7.829

Gold PatchTST_sl_96_pl_24  test scaled
mae:1.0454, rmse:1.5345, mse:2.3548

Gold PatchTST_sl_96_pl_24  test
mae:10905, rmse:30244, mse:9.1469e+08, rmsle 0.15132 smape 7.3399

Gold PatchTST_sl_96_pl_24  test scaled
mae:1.1193, rmse:1.6101, mse:2.5926

Gold PatchTST_sl_96_pl_24  test
mae:11590, rmse:32590, mse:1.0621e+09, rmsle 0.17553 smape 8.1887

Gold TimesNet_sl_96_pl_24  test scaled
mae:1.0631, rmse:1.5394, mse:2.3697

Gold TimesNet_sl_96_pl_24  test
mae:9670.6, rmse:27300, mse:7.453e+08, rmsle 0.13949 smape 7.099

Gold TimesNet_sl_96_pl_24  test scaled
mae:1.0678, rmse:1.5392, mse:2.3692

Gold TimesNet_sl_96_pl_24  test
mae:9669, rmse:27091, mse:7.3392e+08, rmsle 0.13976 smape 7.241

Gold TimesNet_sl_96_pl_24  test scaled
mae:1.1307, rmse:1.6293, mse:2.6546

Gold TimesNet_sl_96_pl_24  test
mae:9633.5, rmse:27065, mse:7.3249e+08, rmsle 0.13964 smape 7.2867

Gold iTransformer_sl_96_pl_24  test scaled
mae:1.1041, rmse:1.6116, mse:2.5971

Gold iTransformer_sl_96_pl_24  test
mae:12101, rmse:33185, mse:1.1012e+09, rmsle 0.16692 smape 8.1005

Gold iTransformer_sl_96_pl_24  test scaled
mae:1.0834, rmse:1.5337, mse:2.3522

Gold iTransformer_sl_96_pl_24  test
mae:11907, rmse:32856, mse:1.0795e+09, rmsle 0.16499 smape 7.9925

Gold iTransformer_sl_96_pl_24  test scaled
mae:1.0859, rmse:1.5437, mse:2.3831

Gold iTransformer_sl_96_pl_24  test
mae:12610, rmse:35014, mse:1.226e+09, rmsle 0.1776 smape 8.3397

Gold CALF_sl_96_pl_24_id_ori  test scaled
mae:1.193, rmse:1.6646, mse:2.771

Gold CALF_sl_96_pl_24_id_ori  test
mae:10993, rmse:29822, mse:8.8934e+08, rmsle 0.15441 smape 8.0726

Gold CALF_sl_96_pl_24_id_ori  test scaled
mae:1.1533, rmse:1.6066, mse:2.5813

Gold CALF_sl_96_pl_24_id_ori  test
mae:12822, rmse:34764, mse:1.2085e+09, rmsle 0.17689 smape 8.6838

Gold CALF_sl_96_pl_24_id_ori  test scaled
mae:1.157, rmse:1.5876, mse:2.5205

Gold CALF_sl_96_pl_24_id_ori  test
mae:12581, rmse:33933, mse:1.1515e+09, rmsle 0.18819 smape 8.8871

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4847, rmse:2.1129, mse:4.4642

Gold OFA_sl_96_pl_48_id_ori  test
mae:13012, rmse:36707, mse:1.3474e+09, rmsle 0.34555 smape 9.8665

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4473, rmse:2.1353, mse:4.5595

Gold OFA_sl_96_pl_48_id_ori  test
mae:11295, rmse:32013, mse:1.0249e+09, rmsle 0.16821 smape 8.6283

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4937, rmse:2.1738, mse:4.7254

Gold OFA_sl_96_pl_48_id_ori  test
mae:11749, rmse:32824, mse:1.0774e+09, rmsle 0.19201 smape 9.1689

MSFT DLinear_sl_96_pl_24  test scaled
mae:0.96708, rmse:1.3783, mse:1.8997

MSFT DLinear_sl_96_pl_24  test
mae:1.3458e+06, rmse:4.0704e+06, mse:1.6568e+13, rmsle 0.16463 smape 8.4685

MSFT DLinear_sl_96_pl_24  test scaled
mae:0.95888, rmse:1.3698, mse:1.8763

MSFT DLinear_sl_96_pl_24  test
mae:1.366e+06, rmse:4.1242e+06, mse:1.7009e+13, rmsle 0.16629 smape 8.4907

MSFT DLinear_sl_96_pl_24  test scaled
mae:0.96325, rmse:1.3723, mse:1.8832

MSFT DLinear_sl_96_pl_24  test
mae:1.3453e+06, rmse:4.0527e+06, mse:1.6425e+13, rmsle 0.16432 smape 8.455

MSFT PatchTST_sl_96_pl_24  test scaled
mae:0.88467, rmse:1.2723, mse:1.6187

MSFT PatchTST_sl_96_pl_24  test
mae:1.2216e+06, rmse:3.8395e+06, mse:1.4742e+13, rmsle 0.15382 smape 7.879

MSFT PatchTST_sl_96_pl_24  test scaled
mae:0.88368, rmse:1.2497, mse:1.5618

MSFT PatchTST_sl_96_pl_24  test
mae:1.2134e+06, rmse:3.7737e+06, mse:1.4241e+13, rmsle 0.15233 smape 7.9141

MSFT PatchTST_sl_96_pl_24  test scaled
mae:0.84913, rmse:1.2086, mse:1.4607

MSFT PatchTST_sl_96_pl_24  test
mae:1.1907e+06, rmse:3.772e+06, mse:1.4228e+13, rmsle 0.15114 smape 7.6867

MSFT TimesNet_sl_96_pl_24  test scaled
mae:0.91072, rmse:1.2852, mse:1.6519

MSFT TimesNet_sl_96_pl_24  test
mae:1.2998e+06, rmse:4.0809e+06, mse:1.6653e+13, rmsle 0.16605 smape 8.4058

MSFT TimesNet_sl_96_pl_24  test scaled
mae:0.92824, rmse:1.2645, mse:1.5989

MSFT TimesNet_sl_96_pl_24  test
mae:1.4405e+06, rmse:4.1858e+06, mse:1.7521e+13, rmsle 0.16942 smape 8.7909

MSFT TimesNet_sl_96_pl_24  test scaled
mae:0.91902, rmse:1.2415, mse:1.5413

MSFT TimesNet_sl_96_pl_24  test
mae:1.4964e+06, rmse:4.4843e+06, mse:2.0109e+13, rmsle 0.18132 smape 9.0393

MSFT iTransformer_sl_96_pl_24  test scaled
mae:0.92183, rmse:1.2942, mse:1.675

MSFT iTransformer_sl_96_pl_24  test
mae:1.3492e+06, rmse:4.1936e+06, mse:1.7586e+13, rmsle 0.16962 smape 8.4909

MSFT iTransformer_sl_96_pl_24  test scaled
mae:0.9199, rmse:1.2869, mse:1.6562

MSFT iTransformer_sl_96_pl_24  test
mae:1.3617e+06, rmse:4.2059e+06, mse:1.769e+13, rmsle 0.16927 smape 8.4599

MSFT iTransformer_sl_96_pl_24  test scaled
mae:0.89311, rmse:1.254, mse:1.5726

MSFT iTransformer_sl_96_pl_24  test
mae:1.2206e+06, rmse:3.9641e+06, mse:1.5714e+13, rmsle 0.15685 smape 8.0297

MSFT MICN_sl_96_pl_24  test scaled
mae:0.89435, rmse:1.2795, mse:1.6371

MSFT MICN_sl_96_pl_24  test
mae:1.1542e+06, rmse:3.6681e+06, mse:1.3455e+13, rmsle 0.14816 smape 7.7206

MSFT MICN_sl_96_pl_24  test scaled
mae:0.90335, rmse:1.2909, mse:1.6664

MSFT MICN_sl_96_pl_24  test
mae:1.1144e+06, rmse:3.6339e+06, mse:1.3205e+13, rmsle 0.14539 smape 7.5629

MSFT MICN_sl_96_pl_24  test scaled
mae:0.88992, rmse:1.2809, mse:1.6407

MSFT MICN_sl_96_pl_24  test
mae:1.1207e+06, rmse:3.6325e+06, mse:1.3195e+13, rmsle 0.14555 smape 7.5031

MSFT TimeMixer_sl_96_pl_24  test scaled
mae:0.83457, rmse:1.2086, mse:1.4607

MSFT TimeMixer_sl_96_pl_24  test
mae:1.1524e+06, rmse:3.7856e+06, mse:1.4331e+13, rmsle 0.14897 smape 7.4616

MSFT TimeMixer_sl_96_pl_24  test scaled
mae:0.84395, rmse:1.2005, mse:1.4412

MSFT TimeMixer_sl_96_pl_24  test
mae:1.246e+06, rmse:3.9099e+06, mse:1.5287e+13, rmsle 0.15536 smape 7.7841

MSFT TimeMixer_sl_96_pl_24  test scaled
mae:0.9033, rmse:1.3235, mse:1.7518

MSFT TimeMixer_sl_96_pl_24  test
mae:1.1676e+06, rmse:3.8556e+06, mse:1.4866e+13, rmsle 0.15321 smape 7.6892

MSFT CALF_sl_96_pl_24_id_ori  test scaled
mae:0.97845, rmse:1.3572, mse:1.8419

MSFT CALF_sl_96_pl_24_id_ori  test
mae:1.0921e+06, rmse:3.7095e+06, mse:1.376e+13, rmsle 0.14835 smape 7.7663

MSFT CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0009, rmse:1.3736, mse:1.8869

MSFT CALF_sl_96_pl_24_id_ori  test
mae:1.2648e+06, rmse:4.0422e+06, mse:1.634e+13, rmsle 0.15961 smape 8.4115

MSFT CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0137, rmse:1.4472, mse:2.0943

MSFT CALF_sl_96_pl_24_id_ori  test
mae:1.2298e+06, rmse:4.0137e+06, mse:1.611e+13, rmsle 0.1599 smape 8.2676

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.1656, rmse:1.6304, mse:2.6581

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.3094e+06, rmse:4.1301e+06, mse:1.7058e+13, rmsle 0.16849 smape 9.2036

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.2403, rmse:1.7624, mse:3.1059

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.5174e+06, rmse:4.526e+06, mse:2.0484e+13, rmsle 0.18592 smape 10.091

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.2284, rmse:1.7565, mse:3.0852

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.3071e+06, rmse:4.1511e+06, mse:1.7232e+13, rmsle 0.16982 smape 9.4987

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0325, rmse:1.354, mse:1.8334

Natural_Gas DLinear_sl_96_pl_24  test
mae:7859, rmse:21963, mse:4.8236e+08, rmsle 0.39311 smape 19.276

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0123, rmse:1.3364, mse:1.7858

Natural_Gas DLinear_sl_96_pl_24  test
mae:7870.4, rmse:22036, mse:4.8557e+08, rmsle 0.39173 smape 18.803

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0182, rmse:1.3395, mse:1.7941

Natural_Gas DLinear_sl_96_pl_24  test
mae:7993.8, rmse:22368, mse:5.0032e+08, rmsle 0.39217 smape 19.03

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0283, rmse:1.4105, mse:1.9894

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7642.5, rmse:21574, mse:4.6543e+08, rmsle 0.38394 smape 19.11

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0317, rmse:1.4117, mse:1.9928

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7868.7, rmse:22324, mse:4.9835e+08, rmsle 0.3853 smape 18.82

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0807, rmse:1.4432, mse:2.0827

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7805.7, rmse:22150, mse:4.9062e+08, rmsle 0.39658 smape 19.861

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:1.1188, rmse:1.4584, mse:2.1269

Natural_Gas TimesNet_sl_96_pl_24  test
mae:7833.4, rmse:22328, mse:4.9854e+08, rmsle 0.39495 smape 20.595

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:1.0222, rmse:1.3565, mse:1.84

Natural_Gas TimesNet_sl_96_pl_24  test
mae:8105, rmse:24040, mse:5.7792e+08, rmsle 0.42227 smape 18.868

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:1.0554, rmse:1.3578, mse:1.8437

Natural_Gas TimesNet_sl_96_pl_24  test
mae:7751.6, rmse:22346, mse:4.9933e+08, rmsle 0.38696 smape 19.683

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:0.98683, rmse:1.314, mse:1.7267

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8789.1, rmse:24764, mse:6.1325e+08, rmsle 0.41628 smape 18.666

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:0.99615, rmse:1.3393, mse:1.7937

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8625.4, rmse:24264, mse:5.8876e+08, rmsle 0.40882 smape 18.775

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:1.0771, rmse:1.38, mse:1.9045

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8555, rmse:24283, mse:5.8967e+08, rmsle 0.41518 smape 20.503

Natural_Gas MICN_sl_96_pl_24  test scaled
mae:0.96713, rmse:1.3069, mse:1.7079

Natural_Gas MICN_sl_96_pl_24  test
mae:6953.3, rmse:19564, mse:3.8273e+08, rmsle 0.46829 smape 18.136

Natural_Gas MICN_sl_96_pl_24  test scaled
mae:1.0118, rmse:1.3367, mse:1.7867

Natural_Gas MICN_sl_96_pl_24  test
mae:7219.4, rmse:20367, mse:4.1483e+08, rmsle 0.45689 smape 18.925

Natural_Gas MICN_sl_96_pl_24  test scaled
mae:0.99071, rmse:1.3289, mse:1.766

Natural_Gas MICN_sl_96_pl_24  test
mae:7110.6, rmse:20188, mse:4.0756e+08, rmsle 0.40481 smape 18.326

Natural_Gas TimeMixer_sl_96_pl_24  test scaled
mae:1.0997, rmse:1.4615, mse:2.1361

Natural_Gas TimeMixer_sl_96_pl_24  test
mae:8221, rmse:23839, mse:5.6832e+08, rmsle 0.42464 smape 20.079

Natural_Gas TimeMixer_sl_96_pl_24  test scaled
mae:1.1354, rmse:1.5148, mse:2.2947

Natural_Gas TimeMixer_sl_96_pl_24  test
mae:8706.9, rmse:25321, mse:6.4116e+08, rmsle 0.43406 smape 20.554

Natural_Gas TimeMixer_sl_96_pl_24  test scaled
mae:1.0823, rmse:1.4381, mse:2.0681

Natural_Gas TimeMixer_sl_96_pl_24  test
mae:8470.3, rmse:24378, mse:5.9427e+08, rmsle 0.42457 smape 19.856

Natural_Gas CALF_sl_96_pl_24_id_ori  test scaled
mae:1.1054, rmse:1.4243, mse:2.0287

Natural_Gas CALF_sl_96_pl_24_id_ori  test
mae:9717.9, rmse:27443, mse:7.5309e+08, rmsle 0.43465 smape 21.736

Natural_Gas CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0092, rmse:1.349, mse:1.8199

Natural_Gas CALF_sl_96_pl_24_id_ori  test
mae:9777.1, rmse:27903, mse:7.7858e+08, rmsle 0.43015 smape 20.531

Natural_Gas CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0081, rmse:1.3494, mse:1.8208

Natural_Gas CALF_sl_96_pl_24_id_ori  test
mae:9688.4, rmse:28053, mse:7.8697e+08, rmsle 0.42709 smape 19.728

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3118, rmse:1.6753, mse:2.8065

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:8174.2, rmse:23546, mse:5.5442e+08, rmsle 0.54919 smape 24.516

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3639, rmse:1.7457, mse:3.0475

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:7746.7, rmse:22033, mse:4.8547e+08, rmsle 0.4203 smape 23.942

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3058, rmse:1.6807, mse:2.8248

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:8310.7, rmse:23658, mse:5.5972e+08, rmsle 0.40938 smape 23.514

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3149, rmse:1.7463, mse:3.0495

Apple OFA_sl_96_pl_48_id_ori  test
mae:3.7658e+06, rmse:1.3357e+07, mse:1.7842e+14, rmsle 0.18762 smape 10.527

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.894, rmse:2.5049, mse:6.2746

Apple OFA_sl_96_pl_48_id_ori  test
mae:3.7172e+06, rmse:1.3591e+07, mse:1.8473e+14, rmsle 0.24699 smape 13.258

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4157, rmse:1.856, mse:3.4448

Apple OFA_sl_96_pl_48_id_ori  test
mae:3.6959e+06, rmse:1.3448e+07, mse:1.8086e+14, rmsle 0.19442 smape 11.087

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.9005, rmse:1.2224, mse:1.4942

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.45429, rmse:1.3984, mse:1.9556, rmsle 0.01183 smape 1.1395

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.87454, rmse:1.1969, mse:1.4325

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.41603, rmse:1.2901, mse:1.6643, rmsle 0.011368 smape 1.1145

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.915, rmse:1.2382, mse:1.533

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.4453, rmse:1.3704, mse:1.8781, rmsle 0.011868 smape 1.1681

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.5818, rmse:2.1317, mse:4.5442

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:3.35e+06, rmse:1.2597e+07, mse:1.5868e+14, rmsle 0.18579 smape 11.412

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.5224, rmse:2.0635, mse:4.2579

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:3.1648e+06, rmse:1.2184e+07, mse:1.4844e+14, rmsle 0.1754 smape 10.844

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.4713, rmse:1.9848, mse:3.9393

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:3.179e+06, rmse:1.1862e+07, mse:1.4071e+14, rmsle 0.16993 smape 10.602

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.5818, rmse:2.1317, mse:4.5442

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:3.35e+06, rmse:1.2597e+07, mse:1.5868e+14, rmsle 0.18579 smape 11.412

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.73863, rmse:0.96212, mse:0.92568

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:20567, rmse:55945, mse:3.1298e+09, rmsle 0.35637 smape 12.945

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.86085, rmse:1.0973, mse:1.2041

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:17881, rmse:54278, mse:2.9462e+09, rmsle 0.37064 smape 12.321

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.1668, rmse:1.4361, mse:2.0623

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:23039, rmse:58748, mse:3.4513e+09, rmsle 0.36131 smape 16.88

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.0453, rmse:1.3571, mse:1.8417

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.55042, rmse:1.5085, mse:2.2755, rmsle 0.013177 smape 1.3464

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.0274, rmse:1.3252, mse:1.7563

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.53422, rmse:1.5216, mse:2.3154, rmsle 0.012922 smape 1.3134

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.0277, rmse:1.3211, mse:1.7452

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.53405, rmse:1.5094, mse:2.2784, rmsle 0.012931 smape 1.3244

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.383, rmse:3.0054, mse:9.0327

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:11481, rmse:33216, mse:1.1033e+09, rmsle 0.18962 smape 12.212

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.5716, rmse:3.1846, mse:10.142

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:12425, rmse:35215, mse:1.2401e+09, rmsle 0.20458 smape 13.544

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.5539, rmse:3.1737, mse:10.072

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:12533, rmse:35717, mse:1.2757e+09, rmsle 0.20936 smape 13.535

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.9816, rmse:2.401, mse:5.7648

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.1928e+06, rmse:3.845e+06, mse:1.4784e+13, rmsle 0.17894 smape 13.075

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.7477, rmse:2.1818, mse:4.7604

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.3155e+06, rmse:4.0872e+06, mse:1.6705e+13, rmsle 0.18162 smape 12.171

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.7557, rmse:2.2145, mse:4.9041

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.4117e+06, rmse:4.2008e+06, mse:1.7647e+13, rmsle 0.18862 smape 12.49

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3651, rmse:1.7384, mse:3.0221

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9680.6, rmse:27111, mse:7.3502e+08, rmsle 0.43334 smape 25.048

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3992, rmse:1.7478, mse:3.0547

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9615.2, rmse:27224, mse:7.4117e+08, rmsle 0.44047 smape 25.55

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3782, rmse:1.7048, mse:2.9063

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9335.3, rmse:26535, mse:7.041e+08, rmsle 0.43959 smape 25.166

SPX500 DLinear_sl_96_pl_24  test scaled
mae:0.80957, rmse:1.0425, mse:1.0869

SPX500 DLinear_sl_96_pl_24  test
mae:120.92, rmse:147.86, mse:21862, rmsle 0.030411 smape 2.4744

SPX500 DLinear_sl_96_pl_24  test scaled
mae:0.80892, rmse:1.0641, mse:1.1323

SPX500 DLinear_sl_96_pl_24  test
mae:119.81, rmse:149.82, mse:22445, rmsle 0.030866 smape 2.4543

SPX500 DLinear_sl_96_pl_24  test scaled
mae:0.8094, rmse:1.0392, mse:1.0799

SPX500 DLinear_sl_96_pl_24  test
mae:121.09, rmse:147.74, mse:21828, rmsle 0.030378 smape 2.4778

SPX500 PatchTST_sl_96_pl_24  test scaled
mae:0.78675, rmse:0.97783, mse:0.95615

SPX500 PatchTST_sl_96_pl_24  test
mae:119.26, rmse:142.72, mse:20368, rmsle 0.029329 smape 2.4398

SPX500 PatchTST_sl_96_pl_24  test scaled
mae:0.81527, rmse:1.0272, mse:1.0551

SPX500 PatchTST_sl_96_pl_24  test
mae:123.33, rmse:146.48, mse:21457, rmsle 0.029946 smape 2.5136

SPX500 PatchTST_sl_96_pl_24  test scaled
mae:0.7618, rmse:0.97684, mse:0.95422

SPX500 PatchTST_sl_96_pl_24  test
mae:114.71, rmse:140.22, mse:19662, rmsle 0.028833 smape 2.3472

SPX500 iTransformer_sl_96_pl_24  test scaled
mae:0.87119, rmse:1.0724, mse:1.1501

SPX500 iTransformer_sl_96_pl_24  test
mae:130.81, rmse:152.52, mse:23263, rmsle 0.031529 smape 2.6843

SPX500 iTransformer_sl_96_pl_24  test scaled
mae:0.89859, rmse:1.2068, mse:1.4565

SPX500 iTransformer_sl_96_pl_24  test
mae:133.83, rmse:173.13, mse:29973, rmsle 0.036337 smape 2.7641

SPX500 iTransformer_sl_96_pl_24  test scaled
mae:0.83858, rmse:1.0951, mse:1.1992

SPX500 iTransformer_sl_96_pl_24  test
mae:125.53, rmse:156.96, mse:24637, rmsle 0.032764 smape 2.5884

SPX500 CALF_sl_96_pl_24_id_ori  test scaled
mae:0.88663, rmse:1.1674, mse:1.3627

SPX500 CALF_sl_96_pl_24_id_ori  test
mae:130.23, rmse:165.65, mse:27439, rmsle 0.034848 smape 2.6953

SPX500 CALF_sl_96_pl_24_id_ori  test scaled
mae:0.8157, rmse:1.039, mse:1.0795

SPX500 CALF_sl_96_pl_24_id_ori  test
mae:120.71, rmse:146.97, mse:21599, rmsle 0.030577 smape 2.4859

SPX500 CALF_sl_96_pl_24_id_ori  test scaled
mae:0.82811, rmse:1.0155, mse:1.0313

SPX500 CALF_sl_96_pl_24_id_ori  test
mae:125.67, rmse:147.56, mse:21774, rmsle 0.030497 smape 2.5771

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:1.5087, rmse:1.9102, mse:3.6491

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:215.4, rmse:252.16, mse:63587, rmsle 0.05271 smape 4.4681

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4948, rmse:1.8111, mse:3.2802

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:222.42, rmse:255.7, mse:65384, rmsle 0.052757 smape 4.5823

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:1.5252, rmse:1.8841, mse:3.5497

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:221.11, rmse:256.14, mse:65608, rmsle 0.053294 smape 4.5782

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.0153, rmse:2.2879, mse:5.2343

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:328.27, rmse:372.46, mse:1.3872e+05, rmsle 0.076196 smape 6.7393

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.0296, rmse:2.3027, mse:5.3022

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:330.84, rmse:375.27, mse:1.4083e+05, rmsle 0.076794 smape 6.7939

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:2.0074, rmse:2.2835, mse:5.2142

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:325.95, rmse:370.01, mse:1.3691e+05, rmsle 0.075682 smape 6.6915

Crude_Oil DLinear_sl_96_pl_24_p_10  test scaled
mae:1.0139, rmse:1.2891, mse:1.6619

Crude_Oil DLinear_sl_96_pl_24_p_10  test
mae:15243, rmse:46529, mse:2.1649e+09, rmsle 0.34587 smape 12.055

Crude_Oil DLinear_sl_96_pl_24_p_10  test scaled
mae:1.0152, rmse:1.2886, mse:1.6605

Crude_Oil DLinear_sl_96_pl_24_p_10  test
mae:15272, rmse:46272, mse:2.1411e+09, rmsle 0.344 smape 12.098

Crude_Oil DLinear_sl_96_pl_24_p_10  test scaled
mae:1.0088, rmse:1.2858, mse:1.6534

Crude_Oil DLinear_sl_96_pl_24_p_10  test
mae:15109, rmse:46718, mse:2.1826e+09, rmsle 0.34813 smape 11.96

Crude_Oil PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.0916, rmse:1.4423, mse:2.0801

Crude_Oil PatchTST_sl_96_pl_24_p_10  test
mae:17130, rmse:50005, mse:2.5005e+09, rmsle 0.34693 smape 13.044

Crude_Oil PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.0272, rmse:1.3564, mse:1.8398

Crude_Oil PatchTST_sl_96_pl_24_p_10  test
mae:20565, rmse:54958, mse:3.0204e+09, rmsle 0.34645 smape 14.873

Crude_Oil PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.0438, rmse:1.3972, mse:1.9522

Crude_Oil PatchTST_sl_96_pl_24_p_10  test
mae:18226, rmse:49983, mse:2.4983e+09, rmsle 0.33866 smape 13.9

Crude_Oil TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.3967, rmse:1.7425, mse:3.0363

Crude_Oil TimesNet_sl_96_pl_24_p_10  test
mae:19258, rmse:52567, mse:2.7633e+09, rmsle 0.3583 smape 16.368

Crude_Oil TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.2683, rmse:1.7141, mse:2.9381

Crude_Oil TimesNet_sl_96_pl_24_p_10  test
mae:18292, rmse:50419, mse:2.542e+09, rmsle 0.34786 smape 14.7

Crude_Oil TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.212, rmse:1.508, mse:2.2742

Crude_Oil TimesNet_sl_96_pl_24_p_10  test
mae:18476, rmse:51141, mse:2.6154e+09, rmsle 0.34927 smape 14.776

Crude_Oil iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.0557, rmse:1.3707, mse:1.8789

Crude_Oil iTransformer_sl_96_pl_24_p_10  test
mae:18331, rmse:54045, mse:2.9208e+09, rmsle 0.36185 smape 13.138

Crude_Oil iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.0714, rmse:1.3756, mse:1.8924

Crude_Oil iTransformer_sl_96_pl_24_p_10  test
mae:18345, rmse:56144, mse:3.1521e+09, rmsle 0.37565 smape 13.024

Crude_Oil iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.0975, rmse:1.4058, mse:1.9762

Crude_Oil iTransformer_sl_96_pl_24_p_10  test
mae:18012, rmse:55040, mse:3.0294e+09, rmsle 0.37233 smape 13.083

Crude_Oil MICN_sl_96_pl_24_p_10  test scaled
mae:1.3178, rmse:1.6215, mse:2.6293

Crude_Oil MICN_sl_96_pl_24_p_10  test
mae:17080, rmse:48047, mse:2.3085e+09, rmsle 0.3451 smape 15.024

Crude_Oil MICN_sl_96_pl_24_p_10  test scaled
mae:1.2284, rmse:1.524, mse:2.3226

Crude_Oil MICN_sl_96_pl_24_p_10  test
mae:16092, rmse:46897, mse:2.1993e+09, rmsle 0.34483 smape 14.099

Crude_Oil MICN_sl_96_pl_24_p_10  test scaled
mae:1.2996, rmse:1.608, mse:2.5856

Crude_Oil MICN_sl_96_pl_24_p_10  test
mae:17149, rmse:48400, mse:2.3426e+09, rmsle 0.34724 smape 14.924

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1224, rmse:1.4178, mse:2.0102

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test
mae:17200, rmse:52136, mse:2.7181e+09, rmsle 0.36463 smape 13.391

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1709, rmse:1.4777, mse:2.1836

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test
mae:19175, rmse:55782, mse:3.1117e+09, rmsle 0.38106 smape 14.497

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1225, rmse:1.4135, mse:1.998

Crude_Oil TimeMixer_sl_96_pl_24_p_10  test
mae:18752, rmse:55030, mse:3.0283e+09, rmsle 0.36789 smape 13.941

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.146, rmse:1.4797, mse:2.1895

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test
mae:18695, rmse:55139, mse:3.0403e+09, rmsle 0.3698 smape 13.961

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1566, rmse:1.4715, mse:2.1653

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test
mae:17777, rmse:54836, mse:3.0069e+09, rmsle 0.37591 smape 13.465

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1279, rmse:1.4303, mse:2.0459

Crude_Oil CALF_sl_96_pl_24_id_ori_p_10  test
mae:17975, rmse:54775, mse:3.0003e+09, rmsle 0.37072 smape 13.365

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1489, rmse:1.5134, mse:2.2904

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test
mae:15790, rmse:45104, mse:2.0344e+09, rmsle 0.32494 smape 13.364

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3375, rmse:1.8088, mse:3.2719

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test
mae:17963, rmse:49929, mse:2.4929e+09, rmsle 0.34449 smape 15.369

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.97619, rmse:1.3002, mse:1.6905

Crude_Oil OFA_sl_96_pl_24_id_ori_p_10  test
mae:16359, rmse:47501, mse:2.2564e+09, rmsle 0.33672 smape 12.316

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.0427, rmse:1.3392, mse:1.7934

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:16657, rmse:48070, mse:2.3107e+09, rmsle 0.33527 smape 12.931

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.89739, rmse:1.1947, mse:1.4272

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:17325, rmse:49809, mse:2.481e+09, rmsle 0.34129 smape 12.117

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.0901, rmse:1.428, mse:2.0393

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:19412, rmse:58920, mse:3.4715e+09, rmsle 0.37603 smape 13.428

Apple DLinear_sl_96_pl_24_p_10  test scaled
mae:1.3018, rmse:1.674, mse:2.8021

Apple DLinear_sl_96_pl_24_p_10  test
mae:3.3872e+06, rmse:1.1666e+07, mse:1.361e+14, rmsle 0.16817 smape 10.458

Apple DLinear_sl_96_pl_24_p_10  test scaled
mae:1.3074, rmse:1.6832, mse:2.8332

Apple DLinear_sl_96_pl_24_p_10  test
mae:3.371e+06, rmse:1.1664e+07, mse:1.3605e+14, rmsle 0.16806 smape 10.473

Apple DLinear_sl_96_pl_24_p_10  test scaled
mae:1.2822, rmse:1.6457, mse:2.7082

Apple DLinear_sl_96_pl_24_p_10  test
mae:3.4501e+06, rmse:1.1725e+07, mse:1.3747e+14, rmsle 0.16895 smape 10.426

Apple PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.1956, rmse:1.5085, mse:2.2756

Apple PatchTST_sl_96_pl_24_p_10  test
mae:4.1713e+06, rmse:1.3109e+07, mse:1.7184e+14, rmsle 0.18802 smape 10.734

Apple PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.1788, rmse:1.5131, mse:2.2894

Apple PatchTST_sl_96_pl_24_p_10  test
mae:4.0151e+06, rmse:1.295e+07, mse:1.6771e+14, rmsle 0.18565 smape 10.52

Apple PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.2454, rmse:1.5815, mse:2.5011

Apple PatchTST_sl_96_pl_24_p_10  test
mae:3.9597e+06, rmse:1.2801e+07, mse:1.6387e+14, rmsle 0.18464 smape 10.763

Apple TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.3891, rmse:1.7776, mse:3.1597

Apple TimesNet_sl_96_pl_24_p_10  test
mae:3.6172e+06, rmse:1.2529e+07, mse:1.5696e+14, rmsle 0.18461 smape 11.223

Apple TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.4168, rmse:1.7721, mse:3.1402

Apple TimesNet_sl_96_pl_24_p_10  test
mae:3.486e+06, rmse:1.1901e+07, mse:1.4164e+14, rmsle 0.17346 smape 10.964

Apple TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.4188, rmse:1.8356, mse:3.3694

Apple TimesNet_sl_96_pl_24_p_10  test
mae:3.6623e+06, rmse:1.2919e+07, mse:1.6691e+14, rmsle 0.19482 smape 11.517

Apple iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.3889, rmse:1.7426, mse:3.0366

Apple iTransformer_sl_96_pl_24_p_10  test
mae:4.0808e+06, rmse:1.3473e+07, mse:1.8152e+14, rmsle 0.19709 smape 11.722

Apple iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.3659, rmse:1.713, mse:2.9345

Apple iTransformer_sl_96_pl_24_p_10  test
mae:4.1817e+06, rmse:1.3556e+07, mse:1.8376e+14, rmsle 0.19919 smape 11.719

Apple iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.4163, rmse:1.7851, mse:3.1866

Apple iTransformer_sl_96_pl_24_p_10  test
mae:4.189e+06, rmse:1.3774e+07, mse:1.8972e+14, rmsle 0.20081 smape 11.907

Apple MICN_sl_96_pl_24_p_10  test scaled
mae:1.2031, rmse:1.5522, mse:2.4094

Apple MICN_sl_96_pl_24_p_10  test
mae:3.3211e+06, rmse:1.169e+07, mse:1.3665e+14, rmsle 0.16502 smape 9.8819

Apple MICN_sl_96_pl_24_p_10  test scaled
mae:1.1987, rmse:1.5488, mse:2.3988

Apple MICN_sl_96_pl_24_p_10  test
mae:3.4803e+06, rmse:1.1825e+07, mse:1.3984e+14, rmsle 0.16909 smape 10.073

Apple MICN_sl_96_pl_24_p_10  test scaled
mae:1.1821, rmse:1.543, mse:2.381

Apple MICN_sl_96_pl_24_p_10  test
mae:3.3809e+06, rmse:1.1851e+07, mse:1.4044e+14, rmsle 0.16817 smape 9.8812

Apple TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.424, rmse:1.7895, mse:3.2023

Apple TimeMixer_sl_96_pl_24_p_10  test
mae:3.9817e+06, rmse:1.2992e+07, mse:1.6879e+14, rmsle 0.19058 smape 11.628

Apple TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.4761, rmse:1.8653, mse:3.4794

Apple TimeMixer_sl_96_pl_24_p_10  test
mae:4.1522e+06, rmse:1.3485e+07, mse:1.8184e+14, rmsle 0.29538 smape 12.265

Apple TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.4853, rmse:1.905, mse:3.6291

Apple TimeMixer_sl_96_pl_24_p_10  test
mae:4.2012e+06, rmse:1.3554e+07, mse:1.837e+14, rmsle 0.20804 smape 12.352

Apple CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1886, rmse:1.512, mse:2.286

Apple CALF_sl_96_pl_24_id_ori_p_10  test
mae:3.9843e+06, rmse:1.296e+07, mse:1.6795e+14, rmsle 0.18712 smape 10.62

Apple CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1884, rmse:1.5104, mse:2.2814

Apple CALF_sl_96_pl_24_id_ori_p_10  test
mae:4.0381e+06, rmse:1.3311e+07, mse:1.7718e+14, rmsle 0.19218 smape 10.759

Apple CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2488, rmse:1.5579, mse:2.4272

Apple CALF_sl_96_pl_24_id_ori_p_10  test
mae:4.1281e+06, rmse:1.3254e+07, mse:1.7567e+14, rmsle 0.18899 smape 10.953

Apple OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2876, rmse:1.6721, mse:2.7958

Apple OFA_sl_96_pl_24_id_ori_p_10  test
mae:3.8732e+06, rmse:1.3394e+07, mse:1.7939e+14, rmsle 0.36101 smape 11.111

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3017, rmse:1.664, mse:2.7689

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:3.8323e+06, rmse:1.2794e+07, mse:1.6368e+14, rmsle 0.19749 smape 11.404

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.5248, rmse:1.9444, mse:3.7809

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:4.544e+06, rmse:1.3914e+07, mse:1.9359e+14, rmsle 0.21774 smape 12.901

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.24, rmse:1.5663, mse:2.4534

Apple TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:4.7579e+06, rmse:1.514e+07, mse:2.2922e+14, rmsle 0.61309 smape 12.699

Apple OFA_sl_96_pl_24_id_ori  test scaled
mae:0.98599, rmse:1.2924, mse:1.6703

Apple OFA_sl_96_pl_24_id_ori  test
mae:3.9176e+06, rmse:1.3415e+07, mse:1.7995e+14, rmsle 0.18278 smape 9.4916

Apple OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0199, rmse:1.3315, mse:1.7729

Apple OFA_sl_96_pl_24_id_ori  test
mae:3.9126e+06, rmse:1.3553e+07, mse:1.8368e+14, rmsle 0.18628 smape 9.7057

Apple OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0397, rmse:1.3473, mse:1.8152

Apple OFA_sl_96_pl_24_id_ori  test
mae:3.966e+06, rmse:1.3631e+07, mse:1.858e+14, rmsle 0.18659 smape 9.795

Apple TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.99008, rmse:1.2958, mse:1.679

Apple TimeLLM_sl_96_pl_24_id_ori  test
mae:3.9187e+06, rmse:1.3336e+07, mse:1.7786e+14, rmsle 0.18517 smape 9.6248

Apple TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.015, rmse:1.3002, mse:1.6905

Apple TimeLLM_sl_96_pl_24_id_ori  test
mae:4.0854e+06, rmse:1.3317e+07, mse:1.7733e+14, rmsle 0.18453 smape 9.8398

Apple TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.0635, rmse:1.3582, mse:1.8446

Apple TimeLLM_sl_96_pl_24_id_ori  test
mae:4.0451e+06, rmse:1.3022e+07, mse:1.6957e+14, rmsle 0.18162 smape 9.9699

Crude_Oil OFA_sl_96_pl_24_id_ori  test scaled
mae:0.75869, rmse:1.013, mse:1.0262

Crude_Oil OFA_sl_96_pl_24_id_ori  test
mae:15542, rmse:45649, mse:2.0838e+09, rmsle 0.32742 smape 10.755

Crude_Oil OFA_sl_96_pl_24_id_ori  test scaled
mae:0.7318, rmse:0.98786, mse:0.97587

Crude_Oil OFA_sl_96_pl_24_id_ori  test
mae:14423, rmse:41581, mse:1.729e+09, rmsle 0.29958 smape 10.393

Crude_Oil OFA_sl_96_pl_24_id_ori  test scaled
mae:0.81064, rmse:1.071, mse:1.1471

Crude_Oil OFA_sl_96_pl_24_id_ori  test
mae:13247, rmse:38558, mse:1.4867e+09, rmsle 0.29719 smape 10.551

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.82897, rmse:1.1102, mse:1.2326

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test
mae:16536, rmse:47835, mse:2.2882e+09, rmsle 0.33404 smape 11.267

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.75727, rmse:0.99263, mse:0.98531

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test
mae:16607, rmse:49012, mse:2.4022e+09, rmsle 0.34069 smape 11.061

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.80351, rmse:1.0884, mse:1.1847

Crude_Oil TimeLLM_sl_96_pl_24_id_ori  test
mae:15815, rmse:45516, mse:2.0717e+09, rmsle 0.32412 smape 10.964

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test scaled
mae:0.70494, rmse:0.96907, mse:0.93909

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test
mae:0.31235, rmse:0.99199, mse:0.98405, rmsle 0.0086194 smape 0.8476

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test scaled
mae:0.71582, rmse:0.97925, mse:0.95893

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test
mae:0.31714, rmse:1.009, mse:1.0181, rmsle 0.0087322 smape 0.86218

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test scaled
mae:0.74524, rmse:1.0114, mse:1.0229

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori  test
mae:0.31731, rmse:1.0141, mse:1.0283, rmsle 0.0090143 smape 0.90349

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.72889, rmse:0.96977, mse:0.94046

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test
mae:0.35098, rmse:1.0555, mse:1.114, rmsle 0.0090009 smape 0.88575

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.736, rmse:0.9726, mse:0.94595

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test
mae:0.36812, rmse:1.0904, mse:1.189, rmsle 0.009187 smape 0.90844

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.72476, rmse:0.95607, mse:0.91406

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori  test
mae:0.39261, rmse:1.1238, mse:1.2629, rmsle 0.0092321 smape 0.90689

Gold OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0534, rmse:1.5334, mse:2.3514

Gold OFA_sl_96_pl_24_id_ori  test
mae:10867, rmse:30544, mse:9.3294e+08, rmsle 0.15556 smape 7.5416

Gold OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0618, rmse:1.5339, mse:2.3528

Gold OFA_sl_96_pl_24_id_ori  test
mae:10911, rmse:30739, mse:9.4488e+08, rmsle 0.15325 smape 7.4773

Gold OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0619, rmse:1.522, mse:2.3164

Gold OFA_sl_96_pl_24_id_ori  test
mae:11702, rmse:32761, mse:1.0733e+09, rmsle 0.18258 smape 8.0982

Gold TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.232, rmse:1.7239, mse:2.9717

Gold TimeLLM_sl_96_pl_24_id_ori  test
mae:10474, rmse:29473, mse:8.6867e+08, rmsle 0.15123 smape 7.9191

Gold TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.2301, rmse:1.7288, mse:2.9887

Gold TimeLLM_sl_96_pl_24_id_ori  test
mae:9992.8, rmse:28047, mse:7.8661e+08, rmsle 0.14457 smape 7.7385

Gold TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.1392, rmse:1.6495, mse:2.7209

Gold TimeLLM_sl_96_pl_24_id_ori  test
mae:10617, rmse:29402, mse:8.6446e+08, rmsle 0.15064 smape 7.6106

MSFT OFA_sl_96_pl_24_id_ori  test scaled
mae:0.93042, rmse:1.3707, mse:1.8788

MSFT OFA_sl_96_pl_24_id_ori  test
mae:1.2214e+06, rmse:4.0092e+06, mse:1.6074e+13, rmsle 0.16108 smape 8.045

MSFT OFA_sl_96_pl_24_id_ori  test scaled
mae:0.94087, rmse:1.3734, mse:1.8862

MSFT OFA_sl_96_pl_24_id_ori  test
mae:1.2679e+06, rmse:4.1027e+06, mse:1.6832e+13, rmsle 0.16792 smape 8.3465

MSFT OFA_sl_96_pl_24_id_ori  test scaled
mae:0.9323, rmse:1.3929, mse:1.9402

MSFT OFA_sl_96_pl_24_id_ori  test
mae:1.2528e+06, rmse:4.1426e+06, mse:1.7161e+13, rmsle 0.16414 smape 8.0653

MSFT TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.038, rmse:1.3991, mse:1.9576

MSFT TimeLLM_sl_96_pl_24_id_ori  test
mae:1.4009e+06, rmse:4.1548e+06, mse:1.7263e+13, rmsle 0.17012 smape 9.098

MSFT TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.99935, rmse:1.4392, mse:2.0712

MSFT TimeLLM_sl_96_pl_24_id_ori  test
mae:1.2972e+06, rmse:4.084e+06, mse:1.6679e+13, rmsle 0.16319 smape 8.4812

MSFT TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.99862, rmse:1.438, mse:2.0679

MSFT TimeLLM_sl_96_pl_24_id_ori  test
mae:1.2698e+06, rmse:4.0742e+06, mse:1.6599e+13, rmsle 0.16189 smape 8.2865

Natural_Gas OFA_sl_96_pl_24_id_ori  test scaled
mae:0.97251, rmse:1.3369, mse:1.7874

Natural_Gas OFA_sl_96_pl_24_id_ori  test
mae:7570.8, rmse:21620, mse:4.6742e+08, rmsle 0.38246 smape 18.403

Natural_Gas OFA_sl_96_pl_24_id_ori  test scaled
mae:0.98911, rmse:1.3336, mse:1.7784

Natural_Gas OFA_sl_96_pl_24_id_ori  test
mae:7692.8, rmse:21931, mse:4.8095e+08, rmsle 0.3762 smape 19.077

Natural_Gas OFA_sl_96_pl_24_id_ori  test scaled
mae:1.0057, rmse:1.3216, mse:1.7466

Natural_Gas OFA_sl_96_pl_24_id_ori  test
mae:8242, rmse:23448, mse:5.4982e+08, rmsle 0.4213 smape 20.301

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.1506, rmse:1.4636, mse:2.1422

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test
mae:8647.8, rmse:24420, mse:5.9634e+08, rmsle 0.41494 smape 21.467

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.0872, rmse:1.406, mse:1.9768

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test
mae:8977.9, rmse:25522, mse:6.5136e+08, rmsle 0.42038 smape 20.872

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:1.1504, rmse:1.483, mse:2.1994

Natural_Gas TimeLLM_sl_96_pl_24_id_ori  test
mae:8763, rmse:25059, mse:6.2794e+08, rmsle 0.42999 smape 21.639

SPX500 OFA_sl_96_pl_24_id_ori  test scaled
mae:0.68266, rmse:0.88752, mse:0.7877

SPX500 OFA_sl_96_pl_24_id_ori  test
mae:103.62, rmse:130.45, mse:17016, rmsle 0.026571 smape 2.1103

SPX500 OFA_sl_96_pl_24_id_ori  test scaled
mae:0.71322, rmse:0.93531, mse:0.87481

SPX500 OFA_sl_96_pl_24_id_ori  test
mae:108.08, rmse:138.76, mse:19254, rmsle 0.028434 smape 2.2083

SPX500 OFA_sl_96_pl_24_id_ori  test scaled
mae:0.63098, rmse:0.8443, mse:0.71285

SPX500 OFA_sl_96_pl_24_id_ori  test
mae:96.084, rmse:125.1, mse:15650, rmsle 0.025345 smape 1.955

SPX500 TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.84747, rmse:1.1433, mse:1.307

SPX500 TimeLLM_sl_96_pl_24_id_ori  test
mae:126.3, rmse:164.72, mse:27132, rmsle 0.034093 smape 2.5887

SPX500 TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.74775, rmse:0.94123, mse:0.88592

SPX500 TimeLLM_sl_96_pl_24_id_ori  test
mae:114.27, rmse:139.68, mse:19510, rmsle 0.02861 smape 2.3277

SPX500 TimeLLM_sl_96_pl_24_id_ori  test scaled
mae:0.83055, rmse:1.0458, mse:1.0938

SPX500 TimeLLM_sl_96_pl_24_id_ori  test
mae:123.12, rmse:148.28, mse:21986, rmsle 0.030786 smape 2.5295

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test scaled
mae:0.91563, rmse:1.2187, mse:1.4853

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test
mae:0.37801, rmse:1.1972, mse:1.4334, rmsle 0.010959 smape 1.1269

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test scaled
mae:0.91364, rmse:1.2139, mse:1.4736

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test
mae:0.38026, rmse:1.1999, mse:1.4397, rmsle 0.010945 smape 1.1256

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test scaled
mae:0.91644, rmse:1.2192, mse:1.4864

Exchange_Rate_Report DLinear_sl_96_pl_24_p_10  test
mae:0.37652, rmse:1.196, mse:1.4304, rmsle 0.010954 smape 1.127

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test scaled
mae:0.81052, rmse:1.0673, mse:1.1392

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test
mae:0.42696, rmse:1.2353, mse:1.526, rmsle 0.010269 smape 0.99681

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test scaled
mae:0.86562, rmse:1.1704, mse:1.3699

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test
mae:0.3833, rmse:1.1761, mse:1.3833, rmsle 0.010695 smape 1.0721

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test scaled
mae:0.86133, rmse:1.156, mse:1.3364

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_10  test
mae:0.37428, rmse:1.1643, mse:1.3556, rmsle 0.010531 smape 1.0589

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.3859, rmse:1.7376, mse:3.0191

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test
mae:0.83793, rmse:2.4037, mse:5.7779, rmsle 0.019293 smape 1.8777

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.2965, rmse:1.6164, mse:2.6126

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test
mae:0.78568, rmse:2.3073, mse:5.3234, rmsle 0.018053 smape 1.7407

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.3371, rmse:1.7273, mse:2.9837

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_10  test
mae:0.72975, rmse:2.3653, mse:5.5944, rmsle 0.018998 smape 1.7858

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test scaled
mae:0.98313, rmse:1.3169, mse:1.7341

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test
mae:0.36326, rmse:1.203, mse:1.4472, rmsle 0.011536 smape 1.2155

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test scaled
mae:0.95131, rmse:1.2667, mse:1.6044

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test
mae:0.41351, rmse:1.2602, mse:1.588, rmsle 0.011353 smape 1.1798

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test scaled
mae:0.94365, rmse:1.2673, mse:1.6061

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_10  test
mae:0.40729, rmse:1.2456, mse:1.5515, rmsle 0.011279 smape 1.1686

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test scaled
mae:1.1929, rmse:1.5074, mse:2.2721

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test
mae:0.74729, rmse:2.2098, mse:4.8831, rmsle 0.017243 smape 1.6019

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test scaled
mae:1.1457, rmse:1.4406, mse:2.0753

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test
mae:0.7009, rmse:2.0728, mse:4.2965, rmsle 0.016288 smape 1.5237

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test scaled
mae:1.1666, rmse:1.4732, mse:2.1703

Exchange_Rate_Report MICN_sl_96_pl_24_p_10  test
mae:0.68738, rmse:2.0578, mse:4.2346, rmsle 0.016416 smape 1.5564

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test scaled
mae:0.86901, rmse:1.1687, mse:1.3658

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test
mae:0.36222, rmse:1.1546, mse:1.3331, rmsle 0.010485 smape 1.0612

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test scaled
mae:0.83542, rmse:1.1296, mse:1.276

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test
mae:0.35408, rmse:1.1532, mse:1.3298, rmsle 0.010265 smape 1.0204

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test scaled
mae:0.81343, rmse:1.1032, mse:1.2171

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_10  test
mae:0.3595, rmse:1.1232, mse:1.2616, rmsle 0.0098682 smape 0.97685

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.89366, rmse:1.1835, mse:1.4008

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test
mae:0.37245, rmse:1.1127, mse:1.2381, rmsle 0.010385 smape 1.0877

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.98597, rmse:1.2864, mse:1.6549

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test
mae:0.42884, rmse:1.2736, mse:1.622, rmsle 0.011655 smape 1.2264

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.87466, rmse:1.1709, mse:1.371

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_10  test
mae:0.3745, rmse:1.129, mse:1.2747, rmsle 0.010254 smape 1.0613

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.80355, rmse:1.092, mse:1.1924

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test
mae:0.34222, rmse:1.057, mse:1.1172, rmsle 0.0096506 smape 0.97941

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.82752, rmse:1.1245, mse:1.2645

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test
mae:0.34869, rmse:1.1217, mse:1.2583, rmsle 0.010104 smape 1.0049

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.81293, rmse:1.1009, mse:1.212

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_10  test
mae:0.3511, rmse:1.1153, mse:1.2438, rmsle 0.0099876 smape 0.99595

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.7748, rmse:1.0538, mse:1.1104

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:0.32575, rmse:1.0478, mse:1.098, rmsle 0.0094946 smape 0.94579

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.86894, rmse:1.1632, mse:1.3531

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:0.34634, rmse:1.0986, mse:1.2069, rmsle 0.010247 smape 1.0632

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.79026, rmse:1.0648, mse:1.1338

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:0.37671, rmse:1.1368, mse:1.2924, rmsle 0.0099068 smape 0.99018

Gold DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1401, rmse:1.6678, mse:2.7817

Gold DLinear_sl_96_pl_24_p_10  test
mae:11051, rmse:30665, mse:9.4031e+08, rmsle 0.16435 smape 7.8306

Gold DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1447, rmse:1.6744, mse:2.8036

Gold DLinear_sl_96_pl_24_p_10  test
mae:11080, rmse:30800, mse:9.4867e+08, rmsle 0.16556 smape 7.866

Gold DLinear_sl_96_pl_24_p_10  test scaled
mae:1.138, rmse:1.6617, mse:2.7613

Gold DLinear_sl_96_pl_24_p_10  test
mae:11126, rmse:30738, mse:9.448e+08, rmsle 0.16365 smape 7.8372

Gold PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.1426, rmse:1.6024, mse:2.5677

Gold PatchTST_sl_96_pl_24_p_10  test
mae:13500, rmse:36940, mse:1.3646e+09, rmsle 0.19802 smape 8.7775

Gold PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.1619, rmse:1.6473, mse:2.7135

Gold PatchTST_sl_96_pl_24_p_10  test
mae:12880, rmse:35182, mse:1.2377e+09, rmsle 0.19188 smape 8.6388

Gold PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.1531, rmse:1.6637, mse:2.768

Gold PatchTST_sl_96_pl_24_p_10  test
mae:12087, rmse:33327, mse:1.1107e+09, rmsle 0.19748 smape 8.3725

Gold TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.1457, rmse:1.6096, mse:2.5908

Gold TimesNet_sl_96_pl_24_p_10  test
mae:10989, rmse:30819, mse:9.4979e+08, rmsle 0.1631 smape 8.04

Gold TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.1847, rmse:1.678, mse:2.8156

Gold TimesNet_sl_96_pl_24_p_10  test
mae:10069, rmse:28761, mse:8.2719e+08, rmsle 0.14752 smape 7.5829

Gold TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.1725, rmse:1.6079, mse:2.5852

Gold TimesNet_sl_96_pl_24_p_10  test
mae:11109, rmse:31683, mse:1.0038e+09, rmsle 0.16577 smape 8.2785

Gold iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.2115, rmse:1.7029, mse:2.8999

Gold iTransformer_sl_96_pl_24_p_10  test
mae:12071, rmse:32868, mse:1.0803e+09, rmsle 0.17281 smape 8.5022

Gold iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.2332, rmse:1.7569, mse:3.0865

Gold iTransformer_sl_96_pl_24_p_10  test
mae:12627, rmse:34168, mse:1.1674e+09, rmsle 0.19183 smape 8.6368

Gold iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.2215, rmse:1.7394, mse:3.0255

Gold iTransformer_sl_96_pl_24_p_10  test
mae:12931, rmse:34824, mse:1.2127e+09, rmsle 0.17746 smape 8.7009

Gold MICN_sl_96_pl_24_p_10  test scaled
mae:1.1892, rmse:1.6688, mse:2.7851

Gold MICN_sl_96_pl_24_p_10  test
mae:9654.6, rmse:27910, mse:7.7896e+08, rmsle 0.14509 smape 7.5829

Gold MICN_sl_96_pl_24_p_10  test scaled
mae:1.2297, rmse:1.7266, mse:2.981

Gold MICN_sl_96_pl_24_p_10  test
mae:9610.6, rmse:27595, mse:7.6148e+08, rmsle 0.14455 smape 7.6764

Gold MICN_sl_96_pl_24_p_10  test scaled
mae:1.215, rmse:1.697, mse:2.8797

Gold MICN_sl_96_pl_24_p_10  test
mae:9464.3, rmse:27063, mse:7.3242e+08, rmsle 0.13995 smape 7.5321

Gold TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1003, rmse:1.6006, mse:2.5619

Gold TimeMixer_sl_96_pl_24_p_10  test
mae:11454, rmse:31248, mse:9.7645e+08, rmsle 0.15728 smape 7.7461

Gold TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1571, rmse:1.6478, mse:2.7152

Gold TimeMixer_sl_96_pl_24_p_10  test
mae:10807, rmse:30087, mse:9.0525e+08, rmsle 0.15403 smape 7.7661

Gold TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.0765, rmse:1.5592, mse:2.431

Gold TimeMixer_sl_96_pl_24_p_10  test
mae:11095, rmse:30984, mse:9.6003e+08, rmsle 0.15933 smape 7.6476

Gold CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2272, rmse:1.7085, mse:2.9189

Gold CALF_sl_96_pl_24_id_ori_p_10  test
mae:11944, rmse:32549, mse:1.0594e+09, rmsle 0.17499 smape 8.5071

Gold CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2663, rmse:1.7852, mse:3.187

Gold CALF_sl_96_pl_24_id_ori_p_10  test
mae:11924, rmse:33003, mse:1.0892e+09, rmsle 0.17278 smape 8.6626

Gold CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2299, rmse:1.7514, mse:3.0674

Gold CALF_sl_96_pl_24_id_ori_p_10  test
mae:11940, rmse:32177, mse:1.0354e+09, rmsle 0.16689 smape 8.3416

Gold OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2253, rmse:1.7401, mse:3.0281

Gold OFA_sl_96_pl_24_id_ori_p_10  test
mae:11206, rmse:31246, mse:9.7631e+08, rmsle 0.16921 smape 8.3393

Gold OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3248, rmse:1.8536, mse:3.436

Gold OFA_sl_96_pl_24_id_ori_p_10  test
mae:10583, rmse:30170, mse:9.102e+08, rmsle 0.16514 smape 8.3749

Gold OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.4139, rmse:1.9206, mse:3.6888

Gold OFA_sl_96_pl_24_id_ori_p_10  test
mae:9879.7, rmse:28090, mse:7.8907e+08, rmsle 0.14852 smape 8.3801

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1723, rmse:1.6274, mse:2.6484

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:13287, rmse:36245, mse:1.3137e+09, rmsle 0.20572 smape 9.0233

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1993, rmse:1.6896, mse:2.8547

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:12273, rmse:34064, mse:1.1603e+09, rmsle 0.293 smape 8.6607

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1465, rmse:1.621, mse:2.6275

Gold TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:12663, rmse:34667, mse:1.2018e+09, rmsle 0.25727 smape 8.6733

MSFT DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1007, rmse:1.5851, mse:2.5124

MSFT DLinear_sl_96_pl_24_p_10  test
mae:1.0811e+06, rmse:3.6971e+06, mse:1.3668e+13, rmsle 0.14874 smape 8.1967

MSFT DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1092, rmse:1.5943, mse:2.5418

MSFT DLinear_sl_96_pl_24_p_10  test
mae:1.0813e+06, rmse:3.7116e+06, mse:1.3776e+13, rmsle 0.14933 smape 8.2361

MSFT DLinear_sl_96_pl_24_p_10  test scaled
mae:1.0898, rmse:1.5733, mse:2.4754

MSFT DLinear_sl_96_pl_24_p_10  test
mae:1.0893e+06, rmse:3.689e+06, mse:1.3609e+13, rmsle 0.14858 smape 8.1684

MSFT PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.0995, rmse:1.5228, mse:2.3188

MSFT PatchTST_sl_96_pl_24_p_10  test
mae:1.3769e+06, rmse:4.336e+06, mse:1.8801e+13, rmsle 0.18409 smape 9.5683

MSFT PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.04, rmse:1.4096, mse:1.9869

MSFT PatchTST_sl_96_pl_24_p_10  test
mae:1.5728e+06, rmse:4.573e+06, mse:2.0912e+13, rmsle 0.18406 smape 9.5889

MSFT PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.048, rmse:1.4405, mse:2.075

MSFT PatchTST_sl_96_pl_24_p_10  test
mae:1.4367e+06, rmse:4.3515e+06, mse:1.8936e+13, rmsle 0.1764 smape 9.2561

MSFT TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.5194, rmse:1.9901, mse:3.9604

MSFT TimesNet_sl_96_pl_24_p_10  test
mae:2.5336e+06, rmse:6.9854e+06, mse:4.8796e+13, rmsle 0.25625 smape 13.789

MSFT TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.4346, rmse:1.9, mse:3.6101

MSFT TimesNet_sl_96_pl_24_p_10  test
mae:2.0897e+06, rmse:5.5948e+06, mse:3.1302e+13, rmsle 0.22703 smape 12.587

MSFT TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.33, rmse:1.7578, mse:3.09

MSFT TimesNet_sl_96_pl_24_p_10  test
mae:2.189e+06, rmse:6.1635e+06, mse:3.7988e+13, rmsle 0.23799 smape 12.416

MSFT iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.1629, rmse:1.594, mse:2.541

MSFT iTransformer_sl_96_pl_24_p_10  test
mae:1.6267e+06, rmse:4.784e+06, mse:2.2887e+13, rmsle 0.27575 smape 10.881

MSFT iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.1635, rmse:1.5933, mse:2.5387

MSFT iTransformer_sl_96_pl_24_p_10  test
mae:1.7395e+06, rmse:4.9778e+06, mse:2.4778e+13, rmsle 0.22094 smape 11.166

MSFT iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.1385, rmse:1.5423, mse:2.3787

MSFT iTransformer_sl_96_pl_24_p_10  test
mae:1.726e+06, rmse:4.9758e+06, mse:2.4759e+13, rmsle 0.23874 smape 10.974

MSFT MICN_sl_96_pl_24_p_10  test scaled
mae:1.24, rmse:1.7643, mse:3.1129

MSFT MICN_sl_96_pl_24_p_10  test
mae:1.3045e+06, rmse:4.1062e+06, mse:1.6861e+13, rmsle 0.17423 smape 9.7433

MSFT MICN_sl_96_pl_24_p_10  test scaled
mae:1.2116, rmse:1.6622, mse:2.7628

MSFT MICN_sl_96_pl_24_p_10  test
mae:1.4332e+06, rmse:4.2902e+06, mse:1.8406e+13, rmsle 0.18415 smape 10.177

MSFT MICN_sl_96_pl_24_p_10  test scaled
mae:1.2084, rmse:1.6903, mse:2.8572

MSFT MICN_sl_96_pl_24_p_10  test
mae:1.2582e+06, rmse:3.9404e+06, mse:1.5527e+13, rmsle 0.16497 smape 9.4499

MSFT TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1855, rmse:1.7129, mse:2.9342

MSFT TimeMixer_sl_96_pl_24_p_10  test
mae:1.2656e+06, rmse:4.223e+06, mse:1.7834e+13, rmsle 0.17946 smape 9.405

MSFT TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.2072, rmse:1.6987, mse:2.8857

MSFT TimeMixer_sl_96_pl_24_p_10  test
mae:1.2872e+06, rmse:4.2406e+06, mse:1.7983e+13, rmsle 0.18318 smape 9.6915

MSFT TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1559, rmse:1.6559, mse:2.742

MSFT TimeMixer_sl_96_pl_24_p_10  test
mae:1.2491e+06, rmse:4.1609e+06, mse:1.7313e+13, rmsle 0.17683 smape 9.2567

MSFT CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1407, rmse:1.5661, mse:2.4526

MSFT CALF_sl_96_pl_24_id_ori_p_10  test
mae:1.4206e+06, rmse:4.338e+06, mse:1.8818e+13, rmsle 0.18484 smape 9.8775

MSFT CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3857, rmse:1.8334, mse:3.3612

MSFT CALF_sl_96_pl_24_id_ori_p_10  test
mae:1.3973e+06, rmse:4.3351e+06, mse:1.8793e+13, rmsle 0.19087 smape 10.972

MSFT CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2852, rmse:1.7618, mse:3.1039

MSFT CALF_sl_96_pl_24_id_ori_p_10  test
mae:1.7153e+06, rmse:4.7775e+06, mse:2.2824e+13, rmsle 0.20654 smape 11.449

MSFT OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3556, rmse:1.839, mse:3.3819

MSFT OFA_sl_96_pl_24_id_ori_p_10  test
mae:1.2445e+06, rmse:4.2539e+06, mse:1.8095e+13, rmsle 0.18474 smape 10.297

MSFT OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.3436, rmse:1.8122, mse:3.284

MSFT OFA_sl_96_pl_24_id_ori_p_10  test
mae:1.2194e+06, rmse:4.188e+06, mse:1.7539e+13, rmsle 0.18025 smape 10.16

MSFT OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.4017, rmse:1.8807, mse:3.5372

MSFT OFA_sl_96_pl_24_id_ori_p_10  test
mae:1.225e+06, rmse:4.2277e+06, mse:1.7873e+13, rmsle 0.18186 smape 10.495

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.0708, rmse:1.5015, mse:2.2544

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:1.1987e+06, rmse:4.0375e+06, mse:1.6302e+13, rmsle 0.167 smape 8.7256

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1066, rmse:1.5797, mse:2.4953

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:1.2912e+06, rmse:4.331e+06, mse:1.8758e+13, rmsle 0.18297 smape 9.2984

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1154, rmse:1.5644, mse:2.4473

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:1.2463e+06, rmse:4.1301e+06, mse:1.7058e+13, rmsle 0.17127 smape 9.0106

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0325, rmse:1.354, mse:1.8334

Natural_Gas DLinear_sl_96_pl_24  test
mae:7859, rmse:21963, mse:4.8236e+08, rmsle 0.39311 smape 19.276

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0123, rmse:1.3364, mse:1.7858

Natural_Gas DLinear_sl_96_pl_24  test
mae:7870.4, rmse:22036, mse:4.8557e+08, rmsle 0.39173 smape 18.803

Natural_Gas DLinear_sl_96_pl_24  test scaled
mae:1.0182, rmse:1.3395, mse:1.7941

Natural_Gas DLinear_sl_96_pl_24  test
mae:7993.8, rmse:22368, mse:5.0032e+08, rmsle 0.39217 smape 19.03

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0283, rmse:1.4105, mse:1.9894

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7642.5, rmse:21574, mse:4.6543e+08, rmsle 0.38394 smape 19.11

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0317, rmse:1.4116, mse:1.9927

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7868.7, rmse:22324, mse:4.9836e+08, rmsle 0.38528 smape 18.82

Natural_Gas PatchTST_sl_96_pl_24  test scaled
mae:1.0807, rmse:1.4432, mse:2.0827

Natural_Gas PatchTST_sl_96_pl_24  test
mae:7805.8, rmse:22150, mse:4.9063e+08, rmsle 0.39658 smape 19.861

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:1.0489, rmse:1.4077, mse:1.9815

Natural_Gas TimesNet_sl_96_pl_24  test
mae:8338.4, rmse:24566, mse:6.0349e+08, rmsle 0.42302 smape 19.736

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:0.98968, rmse:1.3228, mse:1.7498

Natural_Gas TimesNet_sl_96_pl_24  test
mae:8084.4, rmse:23945, mse:5.7337e+08, rmsle 0.42007 smape 18.436

Natural_Gas TimesNet_sl_96_pl_24  test scaled
mae:1.034, rmse:1.3428, mse:1.8031

Natural_Gas TimesNet_sl_96_pl_24  test
mae:7876.9, rmse:23388, mse:5.47e+08, rmsle 0.41993 smape 19.434

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:0.98683, rmse:1.314, mse:1.7267

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8789.1, rmse:24764, mse:6.1325e+08, rmsle 0.41628 smape 18.666

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:0.99615, rmse:1.3393, mse:1.7937

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8625.4, rmse:24264, mse:5.8876e+08, rmsle 0.40882 smape 18.775

Natural_Gas iTransformer_sl_96_pl_24  test scaled
mae:1.0771, rmse:1.38, mse:1.9045

Natural_Gas iTransformer_sl_96_pl_24  test
mae:8555, rmse:24283, mse:5.8967e+08, rmsle 0.41518 smape 20.503

Natural_Gas MICN_sl_96_pl_24_p_10  test scaled
mae:1.1169, rmse:1.468, mse:2.1551

Natural_Gas MICN_sl_96_pl_24_p_10  test
mae:7896.2, rmse:22725, mse:5.1643e+08, rmsle 0.38739 smape 20.773

Natural_Gas MICN_sl_96_pl_24_p_10  test scaled
mae:1.2678, rmse:1.6212, mse:2.6281

Natural_Gas MICN_sl_96_pl_24_p_10  test
mae:8195.1, rmse:22981, mse:5.2815e+08, rmsle 0.41075 smape 23.393

Natural_Gas MICN_sl_96_pl_24_p_10  test scaled
mae:1.168, rmse:1.5303, mse:2.3418

Natural_Gas MICN_sl_96_pl_24_p_10  test
mae:8021.5, rmse:22790, mse:5.1939e+08, rmsle 0.40349 smape 21.575

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.3443, rmse:1.7125, mse:2.9325

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test
mae:9098, rmse:26303, mse:6.9184e+08, rmsle 0.44501 smape 24.453

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.3595, rmse:1.7236, mse:2.9706

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test
mae:10031, rmse:28260, mse:7.9865e+08, rmsle 0.45332 smape 25.324

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.3295, rmse:1.68, mse:2.8225

Natural_Gas TimeMixer_sl_96_pl_24_p_10  test
mae:10096, rmse:28687, mse:8.2292e+08, rmsle 0.45175 smape 25.024

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1986, rmse:1.5646, mse:2.4479

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test
mae:8835.2, rmse:25636, mse:6.5721e+08, rmsle 0.43139 smape 22.075

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.158, rmse:1.4923, mse:2.2269

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test
mae:8290.6, rmse:24073, mse:5.795e+08, rmsle 0.41997 smape 21.135

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1645, rmse:1.4929, mse:2.2287

Natural_Gas CALF_sl_96_pl_24_id_ori_p_10  test
mae:9130.4, rmse:26291, mse:6.9121e+08, rmsle 0.42796 smape 21.563

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.0477, rmse:1.4079, mse:1.9823

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test
mae:8178.1, rmse:23191, mse:5.3784e+08, rmsle 0.40776 smape 19.773

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.099, rmse:1.4194, mse:2.0147

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test
mae:8793.8, rmse:25657, mse:6.5829e+08, rmsle 0.43398 smape 20.64

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2348, rmse:1.5841, mse:2.5094

Natural_Gas OFA_sl_96_pl_24_id_ori_p_10  test
mae:10517, rmse:28402, mse:8.0665e+08, rmsle 0.4283 smape 23.599

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1579, rmse:1.5036, mse:2.2607

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:9748.1, rmse:27908, mse:7.7884e+08, rmsle 0.44467 smape 21.535

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1551, rmse:1.4688, mse:2.1573

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:9902.2, rmse:28313, mse:8.0161e+08, rmsle 0.44764 smape 22.435

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2877, rmse:1.6296, mse:2.6558

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:9281.1, rmse:27669, mse:7.6558e+08, rmsle 0.45791 smape 23.356

SPX500 DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1498, rmse:1.4479, mse:2.0963

SPX500 DLinear_sl_96_pl_24_p_10  test
mae:165.07, rmse:194.79, mse:37942, rmsle 0.04128 smape 3.4425

SPX500 DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1544, rmse:1.4507, mse:2.1046

SPX500 DLinear_sl_96_pl_24_p_10  test
mae:166.25, rmse:195.88, mse:38369, rmsle 0.041468 smape 3.4648

SPX500 DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1307, rmse:1.4274, mse:2.0376

SPX500 DLinear_sl_96_pl_24_p_10  test
mae:162.26, rmse:192, mse:36865, rmsle 0.040668 smape 3.3822

SPX500 PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.2007, rmse:1.5004, mse:2.2513

SPX500 PatchTST_sl_96_pl_24_p_10  test
mae:178.14, rmse:212.71, mse:45245, rmsle 0.044346 smape 3.6866

SPX500 PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.0921, rmse:1.376, mse:1.8935

SPX500 PatchTST_sl_96_pl_24_p_10  test
mae:167.53, rmse:205.9, mse:42395, rmsle 0.042556 smape 3.4477

SPX500 PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.115, rmse:1.3928, mse:1.94

SPX500 PatchTST_sl_96_pl_24_p_10  test
mae:171.37, rmse:208.47, mse:43462, rmsle 0.042963 smape 3.5186

SPX500 iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.1589, rmse:1.4435, mse:2.0836

SPX500 iTransformer_sl_96_pl_24_p_10  test
mae:171.47, rmse:200.89, mse:40356, rmsle 0.042157 smape 3.5571

SPX500 iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.2506, rmse:1.5275, mse:2.3332

SPX500 iTransformer_sl_96_pl_24_p_10  test
mae:189.68, rmse:223.88, mse:50121, rmsle 0.046599 smape 3.9245

SPX500 iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.1478, rmse:1.4692, mse:2.1585

SPX500 iTransformer_sl_96_pl_24_p_10  test
mae:168.74, rmse:201.32, mse:40529, rmsle 0.042571 smape 3.514

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2638, rmse:1.5126, mse:2.2879

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:200.53, rmse:240.93, mse:58046, rmsle 0.049437 smape 4.1107

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1537, rmse:1.5511, mse:2.406

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:169.07, rmse:213, mse:45370, rmsle 0.045257 smape 3.5245

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1571, rmse:1.5535, mse:2.4135

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:172.05, rmse:215.61, mse:46490, rmsle 0.045586 smape 3.575

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.4379, rmse:1.7741, mse:3.1476

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:216.82, rmse:257.91, mse:66517, rmsle 0.053901 smape 4.498

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.5284, rmse:1.9172, mse:3.6758

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:246.72, rmse:318.95, mse:1.0173e+05, rmsle 0.066743 smape 5.1153

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2441, rmse:1.5477, mse:2.3953

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:185.94, rmse:222.79, mse:49635, rmsle 0.046443 smape 3.848

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.99304, rmse:1.221, mse:1.4908

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:151.01, rmse:180, mse:32401, rmsle 0.036798 smape 3.0871

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1468, rmse:1.4125, mse:1.9953

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:173.45, rmse:209.33, mse:43820, rmsle 0.043921 smape 3.6032

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2692, rmse:1.5309, mse:2.3435

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:194.82, rmse:228.19, mse:52072, rmsle 0.047135 smape 4.0097

SPX500 TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.131, rmse:1.4709, mse:2.1637

SPX500 TimesNet_sl_96_pl_24_p_10  test
mae:168.3, rmse:211.37, mse:44676, rmsle 0.044386 smape 3.4977

SPX500 TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.1502, rmse:1.5064, mse:2.2692

SPX500 TimesNet_sl_96_pl_24_p_10  test
mae:165.84, rmse:203.51, mse:41418, rmsle 0.043129 smape 3.4587

SPX500 TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.2487, rmse:1.69, mse:2.8562

SPX500 TimesNet_sl_96_pl_24_p_10  test
mae:184.36, rmse:242.21, mse:58666, rmsle 0.051363 smape 3.8607

SPX500 MICN_sl_96_pl_24_p_10  test scaled
mae:1.1924, rmse:1.5113, mse:2.2842

SPX500 MICN_sl_96_pl_24_p_10  test
mae:181.5, rmse:219.34, mse:48108, rmsle 0.04566 smape 3.7372

SPX500 MICN_sl_96_pl_24_p_10  test scaled
mae:1.1389, rmse:1.4683, mse:2.1559

SPX500 MICN_sl_96_pl_24_p_10  test
mae:171.87, rmse:211.63, mse:44789, rmsle 0.044254 smape 3.5499

SPX500 MICN_sl_96_pl_24_p_10  test scaled
mae:1.2335, rmse:1.5992, mse:2.5573

SPX500 MICN_sl_96_pl_24_p_10  test
mae:183.42, rmse:228.1, mse:52031, rmsle 0.04763 smape 3.7966

SPX500 TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.2218, rmse:1.5615, mse:2.4381

SPX500 TimeMixer_sl_96_pl_24_p_10  test
mae:179.5, rmse:216.65, mse:46938, rmsle 0.045612 smape 3.7329

SPX500 TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.3604, rmse:1.6683, mse:2.7832

SPX500 TimeMixer_sl_96_pl_24_p_10  test
mae:203.35, rmse:236.38, mse:55876, rmsle 0.049464 smape 4.216

SPX500 TimeMixer_sl_96_pl_24_p_10  test scaled
mae:1.1652, rmse:1.4984, mse:2.2453

SPX500 TimeMixer_sl_96_pl_24_p_10  test
mae:171.24, rmse:206.58, mse:42675, rmsle 0.043421 smape 3.5532

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2638, rmse:1.5126, mse:2.2879

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:200.53, rmse:240.93, mse:58046, rmsle 0.049437 smape 4.1107

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1537, rmse:1.5511, mse:2.406

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:169.07, rmse:213, mse:45370, rmsle 0.045257 smape 3.5245

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1571, rmse:1.5535, mse:2.4135

SPX500 CALF_sl_96_pl_24_id_ori_p_10  test
mae:172.05, rmse:215.61, mse:46490, rmsle 0.045586 smape 3.575

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.4379, rmse:1.7741, mse:3.1476

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:216.82, rmse:257.91, mse:66517, rmsle 0.053901 smape 4.498

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.5284, rmse:1.9172, mse:3.6758

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:246.72, rmse:318.95, mse:1.0173e+05, rmsle 0.066743 smape 5.1153

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2441, rmse:1.5477, mse:2.3953

SPX500 OFA_sl_96_pl_24_id_ori_p_10  test
mae:185.94, rmse:222.79, mse:49635, rmsle 0.046443 smape 3.848

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:0.99304, rmse:1.221, mse:1.4908

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:151.01, rmse:180, mse:32401, rmsle 0.036798 smape 3.0871

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.1468, rmse:1.4125, mse:1.9953

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:173.45, rmse:209.33, mse:43820, rmsle 0.043921 smape 3.6032

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test scaled
mae:1.2692, rmse:1.5309, mse:2.3435

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10  test
mae:194.82, rmse:228.19, mse:52072, rmsle 0.047135 smape 4.0097

SPX500 TimesNet_sl_96_pl_24  test scaled
mae:0.82653, rmse:1.0323, mse:1.0657

SPX500 TimesNet_sl_96_pl_24  test
mae:124, rmse:148.26, mse:21980, rmsle 0.030329 smape 2.533

SPX500 TimesNet_sl_96_pl_24  test scaled
mae:0.86338, rmse:1.0931, mse:1.1948

SPX500 TimesNet_sl_96_pl_24  test
mae:130.43, rmse:157.64, mse:24851, rmsle 0.032796 smape 2.6806

SPX500 TimesNet_sl_96_pl_24  test scaled
mae:0.82936, rmse:1.1323, mse:1.2822

SPX500 TimesNet_sl_96_pl_24  test
mae:124.49, rmse:162.17, mse:26299, rmsle 0.033999 smape 2.5716

SPX500 MICN_sl_96_pl_24  test scaled
mae:0.76688, rmse:1.004, mse:1.0079

SPX500 MICN_sl_96_pl_24  test
mae:117.22, rmse:149.9, mse:22469, rmsle 0.030683 smape 2.3921

SPX500 MICN_sl_96_pl_24  test scaled
mae:0.72527, rmse:0.96306, mse:0.92748

SPX500 MICN_sl_96_pl_24  test
mae:109.71, rmse:139.6, mse:19487, rmsle 0.028695 smape 2.2438

SPX500 MICN_sl_96_pl_24  test scaled
mae:0.74872, rmse:0.98355, mse:0.96738

SPX500 MICN_sl_96_pl_24  test
mae:114.11, rmse:145.41, mse:21143, rmsle 0.029726 smape 2.3278

SPX500 TimeMixer_sl_96_pl_24  test scaled
mae:0.76538, rmse:1.0145, mse:1.0293

SPX500 TimeMixer_sl_96_pl_24  test
mae:112.54, rmse:142.43, mse:20285, rmsle 0.029362 smape 2.3054

SPX500 TimeMixer_sl_96_pl_24  test scaled
mae:0.7495, rmse:0.99979, mse:0.99958

SPX500 TimeMixer_sl_96_pl_24  test
mae:109.99, rmse:139.3, mse:19404, rmsle 0.029006 smape 2.266

SPX500 TimeMixer_sl_96_pl_24  test scaled
mae:0.74785, rmse:0.98461, mse:0.96946

SPX500 TimeMixer_sl_96_pl_24  test
mae:110.83, rmse:139.05, mse:19334, rmsle 0.028564 smape 2.2671

Apple DLinear_sl_96_pl_48  test scaled
mae:1.4253, rmse:1.832, mse:3.3564

Apple DLinear_sl_96_pl_48  test
mae:4.1554e+06, rmse:1.3968e+07, mse:1.9509e+14, rmsle 0.19616 smape 11.372

Apple DLinear_sl_96_pl_48  test scaled
mae:1.3912, rmse:1.7964, mse:3.2271

Apple DLinear_sl_96_pl_48  test
mae:4.1719e+06, rmse:1.4057e+07, mse:1.9761e+14, rmsle 0.19627 smape 11.228

Apple DLinear_sl_96_pl_48  test scaled
mae:1.3727, rmse:1.7716, mse:3.1385

Apple DLinear_sl_96_pl_48  test
mae:4.0941e+06, rmse:1.3822e+07, mse:1.9105e+14, rmsle 0.19342 smape 11.082

Apple PatchTST_sl_96_pl_48  test scaled
mae:1.5474, rmse:2.0336, mse:4.1354

Apple PatchTST_sl_96_pl_48  test
mae:3.5693e+06, rmse:1.3199e+07, mse:1.7421e+14, rmsle 0.19301 smape 11.413

Apple PatchTST_sl_96_pl_48  test scaled
mae:1.3285, rmse:1.7237, mse:2.9713

Apple PatchTST_sl_96_pl_48  test
mae:4.1885e+06, rmse:1.4481e+07, mse:2.0971e+14, rmsle 0.20511 smape 11.133

Apple PatchTST_sl_96_pl_48  test scaled
mae:1.6651, rmse:2.2043, mse:4.8588

Apple PatchTST_sl_96_pl_48  test
mae:3.632e+06, rmse:1.2974e+07, mse:1.6832e+14, rmsle 0.20215 smape 12.096

Apple TimesNet_sl_96_pl_48  test scaled
mae:1.5309, rmse:1.9789, mse:3.9161

Apple TimesNet_sl_96_pl_48  test
mae:3.1239e+06, rmse:1.239e+07, mse:1.5351e+14, rmsle 0.17438 smape 10.735

Apple TimesNet_sl_96_pl_48  test scaled
mae:1.5919, rmse:2.072, mse:4.2932

Apple TimesNet_sl_96_pl_48  test
mae:3.1833e+06, rmse:1.2502e+07, mse:1.563e+14, rmsle 0.17894 smape 11.13

Financial_Aid DLinear_sl_5_pl_1  test scaled
mae:794.13, rmse:5342.3, mse:2.8541e+07

Financial_Aid DLinear_sl_5_pl_1  test
mae:1.3594e+05, rmse:3.9578e+05, mse:1.5664e+11, rmsle 8.1273 smape 189.77

Apple TimesNet_sl_96_pl_48  test scaled
mae:1.6235, rmse:2.1272, mse:4.525

Apple TimesNet_sl_96_pl_48  test
mae:3.1434e+06, rmse:1.2621e+07, mse:1.5929e+14, rmsle 0.17979 smape 11.109

Apple iTransformer_sl_96_pl_48  test scaled
mae:1.6002, rmse:2.0198, mse:4.0797

Apple iTransformer_sl_96_pl_48  test
mae:4.3883e+06, rmse:1.4329e+07, mse:2.0532e+14, rmsle 0.22764 smape 12.978

Apple iTransformer_sl_96_pl_48  test scaled
mae:1.4568, rmse:1.8326, mse:3.3584

Apple iTransformer_sl_96_pl_48  test
mae:4.632e+06, rmse:1.4773e+07, mse:2.1826e+14, rmsle 0.21594 smape 12.232

Apple iTransformer_sl_96_pl_48  test scaled
mae:1.5877, rmse:2.0018, mse:4.0074

Apple iTransformer_sl_96_pl_48  test
mae:4.1751e+06, rmse:1.3935e+07, mse:1.9418e+14, rmsle 0.20623 smape 12.35

Apple MICN_sl_96_pl_48  test scaled
mae:1.3225, rmse:1.7341, mse:3.007

Apple MICN_sl_96_pl_48  test
mae:3.476e+06, rmse:1.2447e+07, mse:1.5492e+14, rmsle 0.17327 smape 10.21

Apple MICN_sl_96_pl_48  test scaled
mae:1.3267, rmse:1.7251, mse:2.976

Apple MICN_sl_96_pl_48  test
mae:3.4696e+06, rmse:1.2417e+07, mse:1.5419e+14, rmsle 0.17285 smape 10.209

Apple MICN_sl_96_pl_48  test scaled
mae:1.3076, rmse:1.6972, mse:2.8804

Apple MICN_sl_96_pl_48  test
mae:3.5552e+06, rmse:1.2492e+07, mse:1.5605e+14, rmsle 0.17431 smape 10.223

Apple TimeMixer_sl_96_pl_48  test scaled
mae:1.4806, rmse:1.9338, mse:3.7397

Apple TimeMixer_sl_96_pl_48  test
mae:3.6022e+06, rmse:1.2946e+07, mse:1.6761e+14, rmsle 0.18788 smape 11.213

Apple TimeMixer_sl_96_pl_48  test scaled
mae:1.4475, rmse:1.8824, mse:3.5434

Apple TimeMixer_sl_96_pl_48  test
mae:3.6703e+06, rmse:1.3047e+07, mse:1.7023e+14, rmsle 0.18697 smape 11.072

Apple TimeMixer_sl_96_pl_48  test scaled
mae:1.4506, rmse:1.8959, mse:3.5946

Apple TimeMixer_sl_96_pl_48  test
mae:3.7743e+06, rmse:1.3281e+07, mse:1.7638e+14, rmsle 0.19198 smape 11.238

Apple CALF_sl_96_pl_48_id_ori  test scaled
mae:1.516, rmse:1.8774, mse:3.5245

Apple CALF_sl_96_pl_48_id_ori  test
mae:4.745e+06, rmse:1.4649e+07, mse:2.146e+14, rmsle 0.21255 smape 12.418

Apple CALF_sl_96_pl_48_id_ori  test scaled
mae:1.6602, rmse:2.0586, mse:4.2377

Apple CALF_sl_96_pl_48_id_ori  test
mae:4.592e+06, rmse:1.5349e+07, mse:2.3561e+14, rmsle 0.21726 smape 12.797

Apple CALF_sl_96_pl_48_id_ori  test scaled
mae:1.5835, rmse:1.9733, mse:3.8939

Apple CALF_sl_96_pl_48_id_ori  test
mae:4.5354e+06, rmse:1.4905e+07, mse:2.2216e+14, rmsle 0.20942 smape 12.293

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.421, rmse:1.8304, mse:3.3502

Apple OFA_sl_96_pl_48_id_ori  test
mae:4.1072e+06, rmse:1.3987e+07, mse:1.9565e+14, rmsle 0.19945 smape 11.338

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4711, rmse:1.9247, mse:3.7046

Apple OFA_sl_96_pl_48_id_ori  test
mae:3.7873e+06, rmse:1.3675e+07, mse:1.87e+14, rmsle 0.20858 smape 11.641

Apple OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4286, rmse:1.869, mse:3.4932

Apple OFA_sl_96_pl_48_id_ori  test
mae:3.9108e+06, rmse:1.3809e+07, mse:1.907e+14, rmsle 0.20261 smape 11.4

Financial_Aid DLinear_sl_5_pl_1  test scaled
mae:794.8, rmse:5342.2, mse:2.8539e+07

Financial_Aid DLinear_sl_5_pl_1  test
mae:1.3973e+05, rmse:4.0599e+05, mse:1.6483e+11, rmsle 8.1494 smape 189.96

Exchange_Rate_Report DLinear_sl_96_pl_48  test scaled
mae:0.8742, rmse:1.1795, mse:1.3912

Exchange_Rate_Report DLinear_sl_96_pl_48  test
mae:0.4604, rmse:1.3943, mse:1.944, rmsle 0.011596 smape 1.109

Exchange_Rate_Report DLinear_sl_96_pl_48  test scaled
mae:0.88726, rmse:1.2008, mse:1.4418

Exchange_Rate_Report DLinear_sl_96_pl_48  test
mae:0.455, rmse:1.3886, mse:1.9283, rmsle 0.011683 smape 1.1244

Exchange_Rate_Report DLinear_sl_96_pl_48  test scaled
mae:0.88874, rmse:1.1995, mse:1.4388

Exchange_Rate_Report DLinear_sl_96_pl_48  test
mae:0.45867, rmse:1.3964, mse:1.95, rmsle 0.011708 smape 1.1267

Exchange_Rate_Report PatchTST_sl_96_pl_48  test scaled
mae:0.88838, rmse:1.1904, mse:1.4169

Exchange_Rate_Report PatchTST_sl_96_pl_48  test
mae:0.48827, rmse:1.4617, mse:2.1367, rmsle 0.011924 smape 1.1278

Exchange_Rate_Report PatchTST_sl_96_pl_48  test scaled
mae:0.90904, rmse:1.2264, mse:1.504

Exchange_Rate_Report PatchTST_sl_96_pl_48  test
mae:0.45916, rmse:1.4057, mse:1.9761, rmsle 0.011905 smape 1.1532

Exchange_Rate_Report PatchTST_sl_96_pl_48  test scaled
mae:0.92748, rmse:1.243, mse:1.5452

Exchange_Rate_Report PatchTST_sl_96_pl_48  test
mae:0.49863, rmse:1.4899, mse:2.2198, rmsle 0.012352 smape 1.1847

Exchange_Rate_Report TimesNet_sl_96_pl_48  test scaled
mae:1.1341, rmse:1.4455, mse:2.0894

Exchange_Rate_Report TimesNet_sl_96_pl_48  test
mae:0.59414, rmse:1.8184, mse:3.3067, rmsle 0.015322 smape 1.4564

Exchange_Rate_Report TimesNet_sl_96_pl_48  test scaled
mae:1.2752, rmse:1.6164, mse:2.6127

Exchange_Rate_Report TimesNet_sl_96_pl_48  test
mae:0.73717, rmse:2.2271, mse:4.9601, rmsle 0.018116 smape 1.6905

Exchange_Rate_Report TimesNet_sl_96_pl_48  test scaled
mae:1.448, rmse:1.8051, mse:3.2583

Exchange_Rate_Report TimesNet_sl_96_pl_48  test
mae:0.76341, rmse:2.3069, mse:5.322, rmsle 0.020232 smape 1.9363

Exchange_Rate_Report iTransformer_sl_96_pl_48  test scaled
mae:0.95155, rmse:1.2864, mse:1.6549

Exchange_Rate_Report iTransformer_sl_96_pl_48  test
mae:0.45657, rmse:1.4082, mse:1.9831, rmsle 0.012246 smape 1.2018

Exchange_Rate_Report iTransformer_sl_96_pl_48  test scaled
mae:0.92522, rmse:1.2524, mse:1.5686

Exchange_Rate_Report iTransformer_sl_96_pl_48  test
mae:0.4461, rmse:1.3688, mse:1.8735, rmsle 0.011895 smape 1.1863

Exchange_Rate_Report iTransformer_sl_96_pl_48  test scaled
mae:1.1458, rmse:1.4802, mse:2.1911

Exchange_Rate_Report iTransformer_sl_96_pl_48  test
mae:0.5663, rmse:1.7383, mse:3.0215, rmsle 0.014831 smape 1.491

Exchange_Rate_Report MICN_sl_96_pl_48  test scaled
mae:0.92858, rmse:1.211, mse:1.4665

Exchange_Rate_Report MICN_sl_96_pl_48  test
mae:0.46194, rmse:1.3686, mse:1.8732, rmsle 0.011826 smape 1.1815

Exchange_Rate_Report MICN_sl_96_pl_48  test scaled
mae:0.95053, rmse:1.2353, mse:1.526

Exchange_Rate_Report MICN_sl_96_pl_48  test
mae:0.46391, rmse:1.379, mse:1.9017, rmsle 0.012023 smape 1.2057

Exchange_Rate_Report MICN_sl_96_pl_48  test scaled
mae:0.9947, rmse:1.2914, mse:1.6677

Exchange_Rate_Report MICN_sl_96_pl_48  test
mae:0.47728, rmse:1.3992, mse:1.9576, rmsle 0.012579 smape 1.287

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test scaled
mae:0.91162, rmse:1.2318, mse:1.5174

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test
mae:0.43872, rmse:1.3859, mse:1.9207, rmsle 0.012018 smape 1.1558

Financial_Aid DLinear_sl_5_pl_1  test scaled
mae:794.49, rmse:5342.3, mse:2.854e+07

Financial_Aid DLinear_sl_5_pl_1  test
mae:1.3819e+05, rmse:4.0331e+05, mse:1.6266e+11, rmsle 8.1392 smape 189.89

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test scaled
mae:0.90394, rmse:1.2101, mse:1.4644

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test
mae:0.45238, rmse:1.3933, mse:1.9412, rmsle 0.011824 smape 1.1463

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test scaled
mae:0.91741, rmse:1.2347, mse:1.5245

Exchange_Rate_Report TimeMixer_sl_96_pl_48  test
mae:0.45237, rmse:1.4063, mse:1.9776, rmsle 0.012005 smape 1.164

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test scaled
mae:1.1061, rmse:1.4087, mse:1.9846

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test
mae:0.53267, rmse:1.5259, mse:2.3283, rmsle 0.013408 smape 1.4284

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test scaled
mae:1.004, rmse:1.3212, mse:1.7455

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test
mae:0.51644, rmse:1.4839, mse:2.202, rmsle 0.012929 smape 1.3146

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test scaled
mae:1.0493, rmse:1.3585, mse:1.8454

Exchange_Rate_Report CALF_sl_96_pl_48_id_ori  test
mae:0.52999, rmse:1.5463, mse:2.391, rmsle 0.013266 smape 1.3553

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.91764, rmse:1.2367, mse:1.5294

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.46067, rmse:1.3898, mse:1.9315, rmsle 0.011882 smape 1.1662

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.93018, rmse:1.2504, mse:1.5634

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.46935, rmse:1.4297, mse:2.0441, rmsle 0.012115 smape 1.1793

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test scaled
mae:0.91075, rmse:1.2168, mse:1.4807

Exchange_Rate_Report OFA_sl_96_pl_48_id_ori  test
mae:0.47185, rmse:1.406, mse:1.9768, rmsle 0.011854 smape 1.1608

Gold DLinear_sl_96_pl_48  test scaled
mae:1.394, rmse:2.0807, mse:4.3293

Gold DLinear_sl_96_pl_48  test
mae:11155, rmse:31253, mse:9.7675e+08, rmsle 0.15796 smape 8.1781

Gold DLinear_sl_96_pl_48  test scaled
mae:1.3944, rmse:2.0832, mse:4.3398

Gold DLinear_sl_96_pl_48  test
mae:11190, rmse:31432, mse:9.8798e+08, rmsle 0.1586 smape 8.1954

Gold DLinear_sl_96_pl_48  test scaled
mae:1.3963, rmse:2.0801, mse:4.3269

Gold DLinear_sl_96_pl_48  test
mae:11050, rmse:31037, mse:9.6332e+08, rmsle 0.15698 smape 8.1638

Gold PatchTST_sl_96_pl_48  test scaled
mae:1.6014, rmse:2.2655, mse:5.1324

Gold PatchTST_sl_96_pl_48  test
mae:12892, rmse:36651, mse:1.3433e+09, rmsle 0.38832 smape 10.178

Gold PatchTST_sl_96_pl_48  test scaled
mae:1.6684, rmse:2.4276, mse:5.8932

Gold PatchTST_sl_96_pl_48  test
mae:11731, rmse:33387, mse:1.1147e+09, rmsle 0.30775 smape 9.3172

Gold PatchTST_sl_96_pl_48  test scaled
mae:1.7258, rmse:2.4474, mse:5.9897

Gold PatchTST_sl_96_pl_48  test
mae:11605, rmse:33147, mse:1.0987e+09, rmsle 0.26879 smape 9.7802

Gold TimesNet_sl_96_pl_48  test scaled
mae:1.5709, rmse:2.2516, mse:5.0697

Gold TimesNet_sl_96_pl_48  test
mae:9933.9, rmse:28289, mse:8.0025e+08, rmsle 0.14798 smape 8.4235

Financial_Aid iTransformer_sl_5_pl_1  test scaled
mae:773.15, rmse:5346, mse:2.858e+07

Financial_Aid iTransformer_sl_5_pl_1  test
mae:14759, rmse:1.0176e+05, mse:1.0355e+10, rmsle 5.6721 smape 178.12

Gold TimesNet_sl_96_pl_48  test scaled
mae:1.4043, rmse:2.0547, mse:4.2219

Gold TimesNet_sl_96_pl_48  test
mae:9914.8, rmse:28145, mse:7.9214e+08, rmsle 0.14611 smape 7.8459

Financial_Aid iTransformer_sl_5_pl_1  test scaled
mae:773.94, rmse:5346, mse:2.858e+07

Financial_Aid iTransformer_sl_5_pl_1  test
mae:24317, rmse:2.0526e+05, mse:4.2134e+10, rmsle 5.743 smape 181.81

Gold TimesNet_sl_96_pl_48  test scaled
mae:1.5937, rmse:2.3246, mse:5.4036

Gold TimesNet_sl_96_pl_48  test
mae:9832.5, rmse:27881, mse:7.7738e+08, rmsle 0.1468 smape 8.3125

Gold iTransformer_sl_96_pl_48  test scaled
mae:1.417, rmse:2.0634, mse:4.2576

Gold iTransformer_sl_96_pl_48  test
mae:13539, rmse:36989, mse:1.3682e+09, rmsle 0.18334 smape 9.067

Gold iTransformer_sl_96_pl_48  test scaled
mae:1.4294, rmse:2.0814, mse:4.3324

Gold iTransformer_sl_96_pl_48  test
mae:13849, rmse:37855, mse:1.433e+09, rmsle 0.1937 smape 9.3939

Gold iTransformer_sl_96_pl_48  test scaled
mae:1.5446, rmse:2.1542, mse:4.6404

Gold iTransformer_sl_96_pl_48  test
mae:12617, rmse:35475, mse:1.2585e+09, rmsle 0.23225 smape 9.7015

Gold MICN_sl_96_pl_48  test scaled
mae:1.3326, rmse:1.954, mse:3.8182

Gold MICN_sl_96_pl_48  test
mae:10288, rmse:29032, mse:8.4285e+08, rmsle 0.14823 smape 7.7677

Gold MICN_sl_96_pl_48  test scaled
mae:1.3347, rmse:1.9453, mse:3.7841

Gold MICN_sl_96_pl_48  test
mae:10339, rmse:29307, mse:8.5892e+08, rmsle 0.15024 smape 7.8364

Gold MICN_sl_96_pl_48  test scaled
mae:1.3725, rmse:2.0478, mse:4.1936

Gold MICN_sl_96_pl_48  test
mae:10357, rmse:29487, mse:8.6948e+08, rmsle 0.15223 smape 7.9363

Gold TimeMixer_sl_96_pl_48  test scaled
mae:1.4083, rmse:2.1165, mse:4.4796

Gold TimeMixer_sl_96_pl_48  test
mae:11621, rmse:32527, mse:1.058e+09, rmsle 0.1645 smape 8.3755

Gold TimeMixer_sl_96_pl_48  test scaled
mae:1.3952, rmse:2.0782, mse:4.3187

Gold TimeMixer_sl_96_pl_48  test
mae:11078, rmse:31089, mse:9.6654e+08, rmsle 0.15944 smape 8.1615

Gold TimeMixer_sl_96_pl_48  test scaled
mae:1.3765, rmse:2.034, mse:4.137

Gold TimeMixer_sl_96_pl_48  test
mae:11664, rmse:32544, mse:1.0591e+09, rmsle 0.1635 smape 8.3145

Gold CALF_sl_96_pl_48_id_ori  test scaled
mae:1.6523, rmse:2.2584, mse:5.1005

Gold CALF_sl_96_pl_48_id_ori  test
mae:14297, rmse:38951, mse:1.5172e+09, rmsle 0.27853 smape 11.065

Gold CALF_sl_96_pl_48_id_ori  test scaled
mae:1.4605, rmse:2.0559, mse:4.2268

Gold CALF_sl_96_pl_48_id_ori  test
mae:14731, rmse:39383, mse:1.551e+09, rmsle 0.19917 smape 9.9151

Financial_Aid iTransformer_sl_5_pl_1  test scaled
mae:773.04, rmse:5346, mse:2.858e+07

Financial_Aid iTransformer_sl_5_pl_1  test
mae:12021, rmse:69557, mse:4.8382e+09, rmsle 5.995 smape 173.28

Gold CALF_sl_96_pl_48_id_ori  test scaled
mae:1.5559, rmse:2.2455, mse:5.0424

Gold CALF_sl_96_pl_48_id_ori  test
mae:12504, rmse:34020, mse:1.1574e+09, rmsle 0.17897 smape 9.3668

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4604, rmse:2.1374, mse:4.5687

Gold OFA_sl_96_pl_48_id_ori  test
mae:11155, rmse:31639, mse:1.001e+09, rmsle 0.16688 smape 8.6513

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.5002, rmse:2.1802, mse:4.7533

Gold OFA_sl_96_pl_48_id_ori  test
mae:11510, rmse:32964, mse:1.0866e+09, rmsle 0.17766 smape 8.9502

Gold OFA_sl_96_pl_48_id_ori  test scaled
mae:1.4361, rmse:2.1262, mse:4.5208

Gold OFA_sl_96_pl_48_id_ori  test
mae:11424, rmse:32391, mse:1.0492e+09, rmsle 0.16589 smape 8.5231

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.4342, rmse:2.1319, mse:4.5452

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:12053, rmse:33634, mse:1.1313e+09, rmsle 0.17139 smape 8.6394

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.4165, rmse:2.0738, mse:4.3007

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:12774, rmse:35315, mse:1.2472e+09, rmsle 0.19367 smape 9.2215

Gold TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.4228, rmse:2.0204, mse:4.0819

Gold TimeLLM_sl_96_pl_48_id_ori  test
mae:11347, rmse:31912, mse:1.0184e+09, rmsle 0.1604 smape 8.4401

MSFT DLinear_sl_96_pl_48  test scaled
mae:1.1486, rmse:1.6051, mse:2.5764

MSFT DLinear_sl_96_pl_48  test
mae:1.584e+06, rmse:4.5729e+06, mse:2.0912e+13, rmsle 0.18542 smape 9.8175

MSFT DLinear_sl_96_pl_48  test scaled
mae:1.1489, rmse:1.6092, mse:2.5895

MSFT DLinear_sl_96_pl_48  test
mae:1.5691e+06, rmse:4.5543e+06, mse:2.0742e+13, rmsle 0.18458 smape 9.768

MSFT DLinear_sl_96_pl_48  test scaled
mae:1.1505, rmse:1.6117, mse:2.5977

MSFT DLinear_sl_96_pl_48  test
mae:1.5802e+06, rmse:4.5732e+06, mse:2.0914e+13, rmsle 0.18519 smape 9.7965

MSFT PatchTST_sl_96_pl_48  test scaled
mae:1.1236, rmse:1.5451, mse:2.3875

MSFT PatchTST_sl_96_pl_48  test
mae:1.3901e+06, rmse:4.2809e+06, mse:1.8326e+13, rmsle 0.17311 smape 9.268

MSFT PatchTST_sl_96_pl_48  test scaled
mae:1.0956, rmse:1.5091, mse:2.2773

MSFT PatchTST_sl_96_pl_48  test
mae:1.6925e+06, rmse:4.8194e+06, mse:2.3227e+13, rmsle 0.19507 smape 10.036

MSFT PatchTST_sl_96_pl_48  test scaled
mae:1.2093, rmse:1.728, mse:2.986

MSFT PatchTST_sl_96_pl_48  test
mae:1.577e+06, rmse:4.8921e+06, mse:2.3933e+13, rmsle 0.1916 smape 9.9438

MSFT TimesNet_sl_96_pl_48  test scaled
mae:1.1447, rmse:1.606, mse:2.5791

MSFT TimesNet_sl_96_pl_48  test
mae:1.2244e+06, rmse:3.8364e+06, mse:1.4718e+13, rmsle 0.15662 smape 8.819

MSFT TimesNet_sl_96_pl_48  test scaled
mae:1.2318, rmse:1.7034, mse:2.9017

MSFT TimesNet_sl_96_pl_48  test
mae:1.3303e+06, rmse:3.9216e+06, mse:1.5379e+13, rmsle 0.1662 smape 9.5561

MSFT TimesNet_sl_96_pl_48  test scaled
mae:1.3323, rmse:1.7091, mse:2.9209

MSFT TimesNet_sl_96_pl_48  test
mae:1.7791e+06, rmse:5.2633e+06, mse:2.7703e+13, rmsle 0.20449 smape 11.223

MSFT iTransformer_sl_96_pl_48  test scaled
mae:1.3351, rmse:1.8029, mse:3.2504

MSFT iTransformer_sl_96_pl_48  test
mae:1.4315e+06, rmse:4.4647e+06, mse:1.9934e+13, rmsle 0.18382 smape 10.309

MSFT iTransformer_sl_96_pl_48  test scaled
mae:1.2148, rmse:1.651, mse:2.7259

MSFT iTransformer_sl_96_pl_48  test
mae:1.9302e+06, rmse:5.4992e+06, mse:3.0241e+13, rmsle 0.21797 smape 11.163

MSFT iTransformer_sl_96_pl_48  test scaled
mae:1.2805, rmse:1.7864, mse:3.1912

MSFT iTransformer_sl_96_pl_48  test
mae:1.5688e+06, rmse:4.8025e+06, mse:2.3064e+13, rmsle 0.19769 smape 10.479

MSFT MICN_sl_96_pl_48  test scaled
mae:1.0994, rmse:1.5154, mse:2.2965

MSFT MICN_sl_96_pl_48  test
mae:1.2606e+06, rmse:3.8661e+06, mse:1.4947e+13, rmsle 0.15894 smape 8.829

MSFT MICN_sl_96_pl_48  test scaled
mae:1.1349, rmse:1.5945, mse:2.5423

MSFT MICN_sl_96_pl_48  test
mae:1.2568e+06, rmse:3.8688e+06, mse:1.4967e+13, rmsle 0.15957 smape 8.9249

MSFT MICN_sl_96_pl_48  test scaled
mae:1.0412, rmse:1.4795, mse:2.1889

MSFT MICN_sl_96_pl_48  test
mae:1.2003e+06, rmse:3.804e+06, mse:1.4471e+13, rmsle 0.15363 smape 8.2935

MSFT TimeMixer_sl_96_pl_48  test scaled
mae:1.0547, rmse:1.4789, mse:2.1872

MSFT TimeMixer_sl_96_pl_48  test
mae:1.5009e+06, rmse:4.3536e+06, mse:1.8953e+13, rmsle 0.17754 smape 9.2887

MSFT TimeMixer_sl_96_pl_48  test scaled
mae:1.1641, rmse:1.621, mse:2.6275

MSFT TimeMixer_sl_96_pl_48  test
mae:1.458e+06, rmse:4.2946e+06, mse:1.8444e+13, rmsle 0.17641 smape 9.578

MSFT TimeMixer_sl_96_pl_48  test scaled
mae:1.1305, rmse:1.6278, mse:2.6498

MSFT TimeMixer_sl_96_pl_48  test
mae:1.2763e+06, rmse:4.0418e+06, mse:1.6336e+13, rmsle 0.16409 smape 8.8308

MSFT CALF_sl_96_pl_48_id_ori  test scaled
mae:1.2828, rmse:1.8081, mse:3.2692

MSFT CALF_sl_96_pl_48_id_ori  test
mae:1.2275e+06, rmse:3.9764e+06, mse:1.5811e+13, rmsle 0.1622 smape 9.2756

MSFT CALF_sl_96_pl_48_id_ori  test scaled
mae:1.3876, rmse:1.927, mse:3.7131

MSFT CALF_sl_96_pl_48_id_ori  test
mae:1.8456e+06, rmse:5.3415e+06, mse:2.8532e+13, rmsle 0.209 smape 11.325

MSFT CALF_sl_96_pl_48_id_ori  test scaled
mae:1.2254, rmse:1.7073, mse:2.915

MSFT CALF_sl_96_pl_48_id_ori  test
mae:1.3596e+06, rmse:4.0827e+06, mse:1.6668e+13, rmsle 0.16806 smape 9.4741

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.1086, rmse:1.6214, mse:2.6288

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.3844e+06, rmse:4.2005e+06, mse:1.7645e+13, rmsle 0.17144 smape 9.1088

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.0955, rmse:1.5945, mse:2.5424

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.313e+06, rmse:4.1594e+06, mse:1.7301e+13, rmsle 0.16706 smape 8.7965

MSFT OFA_sl_96_pl_48_id_ori  test scaled
mae:1.1203, rmse:1.6083, mse:2.5866

MSFT OFA_sl_96_pl_48_id_ori  test
mae:1.3835e+06, rmse:4.2619e+06, mse:1.8164e+13, rmsle 0.17367 smape 9.1526

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.1559, rmse:1.6148, mse:2.6077

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.6206e+06, rmse:4.7476e+06, mse:2.254e+13, rmsle 0.18937 smape 9.8491

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.1951, rmse:1.6586, mse:2.7511

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.5604e+06, rmse:4.7964e+06, mse:2.3006e+13, rmsle 0.18829 smape 9.8197

MSFT TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.1852, rmse:1.6101, mse:2.5923

MSFT TimeLLM_sl_96_pl_48_id_ori  test
mae:1.7948e+06, rmse:5.0364e+06, mse:2.5365e+13, rmsle 0.2025 smape 10.552

Natural_Gas DLinear_sl_96_pl_48  test scaled
mae:1.4021, rmse:1.745, mse:3.0452

Natural_Gas DLinear_sl_96_pl_48  test
mae:8237.3, rmse:23918, mse:5.7205e+08, rmsle 0.43336 smape 24.351

Natural_Gas DLinear_sl_96_pl_48  test scaled
mae:1.3666, rmse:1.7328, mse:3.0027

Natural_Gas DLinear_sl_96_pl_48  test
mae:7952.8, rmse:22385, mse:5.0107e+08, rmsle 0.41298 smape 23.406

Natural_Gas DLinear_sl_96_pl_48  test scaled
mae:1.377, rmse:1.7367, mse:3.0161

Natural_Gas DLinear_sl_96_pl_48  test
mae:7989.4, rmse:22700, mse:5.1529e+08, rmsle 0.41931 smape 23.612

Natural_Gas PatchTST_sl_96_pl_48  test scaled
mae:1.4093, rmse:1.8122, mse:3.2841

Natural_Gas PatchTST_sl_96_pl_48  test
mae:8642, rmse:24419, mse:5.9631e+08, rmsle 0.43124 smape 25.393

Natural_Gas PatchTST_sl_96_pl_48  test scaled
mae:1.3653, rmse:1.8241, mse:3.3274

Natural_Gas PatchTST_sl_96_pl_48  test
mae:8729.4, rmse:24507, mse:6.006e+08, rmsle 0.39985 smape 23.682

Natural_Gas PatchTST_sl_96_pl_48  test scaled
mae:1.4283, rmse:1.9026, mse:3.62

Natural_Gas PatchTST_sl_96_pl_48  test
mae:8264.1, rmse:23385, mse:5.4684e+08, rmsle 0.39999 smape 24.346

Natural_Gas TimesNet_sl_96_pl_48  test scaled
mae:1.5183, rmse:1.9019, mse:3.6173

Natural_Gas TimesNet_sl_96_pl_48  test
mae:8595.3, rmse:25756, mse:6.6336e+08, rmsle 0.45316 smape 26.229

Natural_Gas TimesNet_sl_96_pl_48  test scaled
mae:1.4248, rmse:1.8536, mse:3.4357

Natural_Gas TimesNet_sl_96_pl_48  test
mae:8762, rmse:25924, mse:6.7205e+08, rmsle 0.44516 smape 24.232

Natural_Gas TimesNet_sl_96_pl_48  test scaled
mae:1.2929, rmse:1.6452, mse:2.7068

Natural_Gas TimesNet_sl_96_pl_48  test
mae:8772.3, rmse:25742, mse:6.6266e+08, rmsle 0.43539 smape 23.232

Natural_Gas iTransformer_sl_96_pl_48  test scaled
mae:1.3992, rmse:1.7656, mse:3.1172

Natural_Gas iTransformer_sl_96_pl_48  test
mae:10436, rmse:29453, mse:8.6749e+08, rmsle 0.45476 smape 25.21

Natural_Gas iTransformer_sl_96_pl_48  test scaled
mae:1.3455, rmse:1.7165, mse:2.9462

Natural_Gas iTransformer_sl_96_pl_48  test
mae:10224, rmse:28948, mse:8.38e+08, rmsle 0.44753 smape 23.87

Natural_Gas iTransformer_sl_96_pl_48  test scaled
mae:1.3517, rmse:1.7379, mse:3.0203

Natural_Gas iTransformer_sl_96_pl_48  test
mae:11096, rmse:31444, mse:9.8875e+08, rmsle 0.45528 smape 23.559

Natural_Gas MICN_sl_96_pl_48  test scaled
mae:1.3249, rmse:1.7087, mse:2.9197

Natural_Gas MICN_sl_96_pl_48  test
mae:7412, rmse:21031, mse:4.4229e+08, rmsle 0.39321 smape 22.688

Natural_Gas MICN_sl_96_pl_48  test scaled
mae:1.3358, rmse:1.7202, mse:2.9592

Natural_Gas MICN_sl_96_pl_48  test
mae:7407.7, rmse:21117, mse:4.4595e+08, rmsle 0.39022 smape 23.324

Natural_Gas MICN_sl_96_pl_48  test scaled
mae:1.3734, rmse:1.7591, mse:3.0946

Natural_Gas MICN_sl_96_pl_48  test
mae:7363.5, rmse:21022, mse:4.4192e+08, rmsle 0.39438 smape 23.785

Natural_Gas TimeMixer_sl_96_pl_48  test scaled
mae:1.4685, rmse:1.9103, mse:3.6492

Natural_Gas TimeMixer_sl_96_pl_48  test
mae:9809, rmse:28696, mse:8.2349e+08, rmsle 0.46477 smape 24.775

Natural_Gas TimeMixer_sl_96_pl_48  test scaled
mae:1.562, rmse:1.991, mse:3.9642

Natural_Gas TimeMixer_sl_96_pl_48  test
mae:9535.3, rmse:27681, mse:7.6625e+08, rmsle 0.46035 smape 26.499

Natural_Gas TimeMixer_sl_96_pl_48  test scaled
mae:1.4586, rmse:1.8846, mse:3.5517

Natural_Gas TimeMixer_sl_96_pl_48  test
mae:8769.7, rmse:25067, mse:6.2836e+08, rmsle 0.43419 smape 25.06

Natural_Gas CALF_sl_96_pl_48_id_ori  test scaled
mae:1.2873, rmse:1.6445, mse:2.7045

Natural_Gas CALF_sl_96_pl_48_id_ori  test
mae:10255, rmse:29271, mse:8.5678e+08, rmsle 0.4502 smape 24.056

Natural_Gas CALF_sl_96_pl_48_id_ori  test scaled
mae:1.3719, rmse:1.7351, mse:3.0107

Natural_Gas CALF_sl_96_pl_48_id_ori  test
mae:9489.2, rmse:27336, mse:7.4727e+08, rmsle 0.44756 smape 24.574

Natural_Gas CALF_sl_96_pl_48_id_ori  test scaled
mae:1.3205, rmse:1.6911, mse:2.8599

Natural_Gas CALF_sl_96_pl_48_id_ori  test
mae:9717.8, rmse:28370, mse:8.0483e+08, rmsle 0.45249 smape 23.739

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3585, rmse:1.7316, mse:2.9984

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:7777, rmse:21963, mse:4.8237e+08, rmsle 0.40678 smape 23.763

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3445, rmse:1.6863, mse:2.8435

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:7994, rmse:22608, mse:5.1112e+08, rmsle 0.40398 smape 24.58

Natural_Gas OFA_sl_96_pl_48_id_ori  test scaled
mae:1.3006, rmse:1.6775, mse:2.814

Natural_Gas OFA_sl_96_pl_48_id_ori  test
mae:8159.7, rmse:23050, mse:5.3131e+08, rmsle 0.41849 smape 22.562

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3322, rmse:1.6982, mse:2.8837

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9416.5, rmse:27110, mse:7.3498e+08, rmsle 0.44301 smape 23.553

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3821, rmse:1.7213, mse:2.9628

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9968.8, rmse:28170, mse:7.9354e+08, rmsle 0.44821 smape 25.258

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3187, rmse:1.6606, mse:2.7577

Natural_Gas TimeLLM_sl_96_pl_48_id_ori  test
mae:9372, rmse:26978, mse:7.2779e+08, rmsle 0.44369 smape 24.415

SPX500 DLinear_sl_96_pl_48  test scaled
mae:1.1643, rmse:1.5218, mse:2.3158

SPX500 DLinear_sl_96_pl_48  test
mae:167.99, rmse:202.63, mse:41057, rmsle 0.042307 smape 3.4673

SPX500 DLinear_sl_96_pl_48  test scaled
mae:1.1424, rmse:1.488, mse:2.2143

SPX500 DLinear_sl_96_pl_48  test
mae:165.81, rmse:200.69, mse:40275, rmsle 0.041803 smape 3.42

SPX500 DLinear_sl_96_pl_48  test scaled
mae:1.1429, rmse:1.4799, mse:2.1902

SPX500 DLinear_sl_96_pl_48  test
mae:166.33, rmse:200.63, mse:40253, rmsle 0.041667 smape 3.4263

SPX500 PatchTST_sl_96_pl_48  test scaled
mae:1.0684, rmse:1.4527, mse:2.1103

SPX500 PatchTST_sl_96_pl_48  test
mae:153.32, rmse:189.35, mse:35852, rmsle 0.040056 smape 3.1826

SPX500 PatchTST_sl_96_pl_48  test scaled
mae:1.0705, rmse:1.4666, mse:2.1509

SPX500 PatchTST_sl_96_pl_48  test
mae:155.28, rmse:196.72, mse:38698, rmsle 0.041628 smape 3.2301

SPX500 PatchTST_sl_96_pl_48  test scaled
mae:1.0885, rmse:1.3782, mse:1.8994

SPX500 PatchTST_sl_96_pl_48  test
mae:165.21, rmse:200.12, mse:40048, rmsle 0.041232 smape 3.391

SPX500 TimesNet_sl_96_pl_48  test scaled
mae:1.1719, rmse:1.5958, mse:2.5466

SPX500 TimesNet_sl_96_pl_48  test
mae:167.81, rmse:209.78, mse:44007, rmsle 0.044731 smape 3.5024

SPX500 TimesNet_sl_96_pl_48  test scaled
mae:1.124, rmse:1.4789, mse:2.187

SPX500 TimesNet_sl_96_pl_48  test
mae:162.85, rmse:199.05, mse:39620, rmsle 0.041765 smape 3.3685

SPX500 TimesNet_sl_96_pl_48  test scaled
mae:1.0911, rmse:1.4738, mse:2.1722

SPX500 TimesNet_sl_96_pl_48  test
mae:157.03, rmse:196.61, mse:38656, rmsle 0.041685 smape 3.2624

SPX500 iTransformer_sl_96_pl_48  test scaled
mae:1.2886, rmse:1.6335, mse:2.6683

SPX500 iTransformer_sl_96_pl_48  test
mae:205.07, rmse:259.52, mse:67350, rmsle 0.054276 smape 4.2501

SPX500 iTransformer_sl_96_pl_48  test scaled
mae:1.2357, rmse:1.5816, mse:2.5014

SPX500 iTransformer_sl_96_pl_48  test
mae:187.66, rmse:231.97, mse:53809, rmsle 0.048742 smape 3.8948

SPX500 iTransformer_sl_96_pl_48  test scaled
mae:1.2574, rmse:1.6392, mse:2.6868

SPX500 iTransformer_sl_96_pl_48  test
mae:194.67, rmse:244.39, mse:59727, rmsle 0.051221 smape 4.0288

SPX500 MICN_sl_96_pl_48  test scaled
mae:0.98533, rmse:1.2477, mse:1.5568

SPX500 MICN_sl_96_pl_48  test
mae:149.14, rmse:181.56, mse:32964, rmsle 0.037411 smape 3.0461

SPX500 MICN_sl_96_pl_48  test scaled
mae:1.0069, rmse:1.286, mse:1.6539

SPX500 MICN_sl_96_pl_48  test
mae:150.84, rmse:183.65, mse:33728, rmsle 0.037955 smape 3.088

SPX500 MICN_sl_96_pl_48  test scaled
mae:1.0835, rmse:1.3681, mse:1.8718

SPX500 MICN_sl_96_pl_48  test
mae:166.11, rmse:204.34, mse:41753, rmsle 0.041671 smape 3.3884

SPX500 TimeMixer_sl_96_pl_48  test scaled
mae:0.89939, rmse:1.2093, mse:1.4624

SPX500 TimeMixer_sl_96_pl_48  test
mae:132.59, rmse:166.31, mse:27660, rmsle 0.03498 smape 2.7388

SPX500 TimeMixer_sl_96_pl_48  test scaled
mae:0.98046, rmse:1.2878, mse:1.6585

SPX500 TimeMixer_sl_96_pl_48  test
mae:143.68, rmse:176.08, mse:31003, rmsle 0.036991 smape 2.9698

SPX500 TimeMixer_sl_96_pl_48  test scaled
mae:0.9177, rmse:1.1863, mse:1.4073

SPX500 TimeMixer_sl_96_pl_48  test
mae:138.69, rmse:170.41, mse:29039, rmsle 0.035493 smape 2.8532

SPX500 CALF_sl_96_pl_48_id_ori  test scaled
mae:1.1266, rmse:1.4583, mse:2.1266

SPX500 CALF_sl_96_pl_48_id_ori  test
mae:166.93, rmse:206.69, mse:42720, rmsle 0.043431 smape 3.4457

SPX500 CALF_sl_96_pl_48_id_ori  test scaled
mae:1.0044, rmse:1.3009, mse:1.6922

SPX500 CALF_sl_96_pl_48_id_ori  test
mae:149.08, rmse:183.34, mse:33612, rmsle 0.038212 smape 3.0631

SPX500 CALF_sl_96_pl_48_id_ori  test scaled
mae:1.1089, rmse:1.4521, mse:2.1086

SPX500 CALF_sl_96_pl_48_id_ori  test
mae:160.3, rmse:196.88, mse:38764, rmsle 0.041538 smape 3.3219

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:0.98361, rmse:1.3336, mse:1.7786

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:141.7, rmse:176.22, mse:31053, rmsle 0.036973 smape 2.927

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:0.95358, rmse:1.3176, mse:1.7361

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:140.92, rmse:183.43, mse:33648, rmsle 0.038355 smape 2.9037

SPX500 OFA_sl_96_pl_48_id_ori  test scaled
mae:0.87959, rmse:1.1726, mse:1.3751

SPX500 OFA_sl_96_pl_48_id_ori  test
mae:134.15, rmse:171.85, mse:29532, rmsle 0.035667 smape 2.746

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.1698, rmse:1.5394, mse:2.3698

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:168.21, rmse:204.34, mse:41755, rmsle 0.042638 smape 3.475

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.0145, rmse:1.2971, mse:1.6824

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:150.74, rmse:183.3, mse:33600, rmsle 0.038134 smape 3.0972

SPX500 TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.149, rmse:1.4971, mse:2.2413

SPX500 TimeLLM_sl_96_pl_48_id_ori  test
mae:166.83, rmse:199.49, mse:39795, rmsle 0.041662 smape 3.4413

Apple DLinear_sl_96_pl_96  test scaled
mae:1.558, rmse:2.0829, mse:4.3385

Apple DLinear_sl_96_pl_96  test
mae:3.9204e+06, rmse:1.2296e+07, mse:1.5119e+14, rmsle 0.18731 smape 11.497

Apple DLinear_sl_96_pl_96  test scaled
mae:1.5627, rmse:2.0918, mse:4.3758

Apple DLinear_sl_96_pl_96  test
mae:3.9139e+06, rmse:1.2288e+07, mse:1.5099e+14, rmsle 0.1874 smape 11.514

Apple DLinear_sl_96_pl_96  test scaled
mae:1.5942, rmse:2.1351, mse:4.5588

Apple DLinear_sl_96_pl_96  test
mae:3.9237e+06, rmse:1.2308e+07, mse:1.5149e+14, rmsle 0.18857 smape 11.657

Apple PatchTST_sl_96_pl_96  test scaled
mae:2.0609, rmse:2.7813, mse:7.7357

Apple PatchTST_sl_96_pl_96  test
mae:3.5165e+06, rmse:1.299e+07, mse:1.6873e+14, rmsle 0.21226 smape 13.441

Apple PatchTST_sl_96_pl_96  test scaled
mae:1.758, rmse:2.3792, mse:5.6606

Apple PatchTST_sl_96_pl_96  test
mae:3.7156e+06, rmse:1.3279e+07, mse:1.7632e+14, rmsle 0.23548 smape 12.689

Apple PatchTST_sl_96_pl_96  test scaled
mae:1.5331, rmse:2.1017, mse:4.4173

Apple PatchTST_sl_96_pl_96  test
mae:3.9572e+06, rmse:1.3395e+07, mse:1.7942e+14, rmsle 0.20973 smape 11.866

Apple TimesNet_sl_96_pl_96  test scaled
mae:2.1669, rmse:2.8773, mse:8.2788

Apple TimesNet_sl_96_pl_96  test
mae:3.0753e+06, rmse:1.1589e+07, mse:1.3431e+14, rmsle 0.18902 smape 13.199

Apple TimesNet_sl_96_pl_96  test scaled
mae:1.7614, rmse:2.3111, mse:5.3411

Apple TimesNet_sl_96_pl_96  test
mae:3.0482e+06, rmse:1.1637e+07, mse:1.3542e+14, rmsle 0.17466 smape 11.375

Apple TimesNet_sl_96_pl_96  test scaled
mae:1.7204, rmse:2.3151, mse:5.3596

Apple TimesNet_sl_96_pl_96  test
mae:3.0116e+06, rmse:1.1731e+07, mse:1.3762e+14, rmsle 0.17523 smape 11.116

Apple iTransformer_sl_96_pl_96  test scaled
mae:1.7112, rmse:2.1631, mse:4.6792

Apple iTransformer_sl_96_pl_96  test
mae:4.6127e+06, rmse:1.4239e+07, mse:2.0275e+14, rmsle 0.23745 smape 13.586

Apple iTransformer_sl_96_pl_96  test scaled
mae:1.8079, rmse:2.3225, mse:5.3942

Apple iTransformer_sl_96_pl_96  test
mae:4.4646e+06, rmse:1.3714e+07, mse:1.8807e+14, rmsle 0.22147 smape 13.493

Apple iTransformer_sl_96_pl_96  test scaled
mae:1.7845, rmse:2.2791, mse:5.1944

Apple iTransformer_sl_96_pl_96  test
mae:4.4735e+06, rmse:1.4145e+07, mse:2.0008e+14, rmsle 0.24769 smape 13.928

Apple MICN_sl_96_pl_96  test scaled
mae:1.4955, rmse:1.9833, mse:3.9334

Apple MICN_sl_96_pl_96  test
mae:3.2608e+06, rmse:1.1399e+07, mse:1.2994e+14, rmsle 0.1679 smape 10.475

Apple MICN_sl_96_pl_96  test scaled
mae:1.5369, rmse:2.0349, mse:4.1407

Apple MICN_sl_96_pl_96  test
mae:3.2e+06, rmse:1.1467e+07, mse:1.3148e+14, rmsle 0.1688 smape 10.578

Apple MICN_sl_96_pl_96  test scaled
mae:1.447, rmse:1.9263, mse:3.7107

Apple MICN_sl_96_pl_96  test
mae:3.1735e+06, rmse:1.1504e+07, mse:1.3235e+14, rmsle 0.1664 smape 10.162

Crude_Oil DLinear_sl_96_pl_48  test scaled
mae:0.83557, rmse:1.0395, mse:1.0805

Crude_Oil DLinear_sl_96_pl_48  test
mae:14717, rmse:44867, mse:2.013e+09, rmsle 0.34349 smape 11.577

Crude_Oil DLinear_sl_96_pl_48  test scaled
mae:0.83107, rmse:1.0287, mse:1.0581

Crude_Oil DLinear_sl_96_pl_48  test
mae:14761, rmse:44804, mse:2.0074e+09, rmsle 0.34247 smape 11.569

Crude_Oil DLinear_sl_96_pl_48  test scaled
mae:0.83193, rmse:1.0335, mse:1.0681

Crude_Oil DLinear_sl_96_pl_48  test
mae:14696, rmse:44835, mse:2.0102e+09, rmsle 0.34324 smape 11.54

Crude_Oil DLinear_sl_96_pl_96  test scaled
mae:0.9293, rmse:1.1251, mse:1.2659

Crude_Oil DLinear_sl_96_pl_96  test
mae:14668, rmse:45499, mse:2.0701e+09, rmsle 0.35355 smape 12.771

Apple TimeMixer_sl_96_pl_96  test scaled
mae:1.5757, rmse:2.1152, mse:4.4741

Apple TimeMixer_sl_96_pl_96  test
mae:3.4582e+06, rmse:1.1682e+07, mse:1.3647e+14, rmsle 0.17682 smape 11.091

Crude_Oil DLinear_sl_96_pl_96  test scaled
mae:0.85661, rmse:1.0458, mse:1.0936

Crude_Oil DLinear_sl_96_pl_96  test
mae:14793, rmse:45837, mse:2.101e+09, rmsle 0.35295 smape 12.218

Crude_Oil DLinear_sl_96_pl_96  test scaled
mae:0.88299, rmse:1.0766, mse:1.159

Crude_Oil DLinear_sl_96_pl_96  test
mae:14787, rmse:45875, mse:2.1045e+09, rmsle 0.35413 smape 12.436

Crude_Oil PatchTST_sl_96_pl_96  test scaled
mae:0.99864, rmse:1.3235, mse:1.7516

Crude_Oil PatchTST_sl_96_pl_96  test
mae:18236, rmse:51427, mse:2.6447e+09, rmsle 0.45059 smape 15.039

Crude_Oil PatchTST_sl_96_pl_48  test scaled
mae:0.88521, rmse:1.1476, mse:1.3169

Crude_Oil PatchTST_sl_96_pl_48  test
mae:15140, rmse:43455, mse:1.8883e+09, rmsle 0.32754 smape 12.366

Crude_Oil PatchTST_sl_96_pl_96  test scaled
mae:0.94259, rmse:1.1517, mse:1.3265

Crude_Oil PatchTST_sl_96_pl_96  test
mae:20833, rmse:56887, mse:3.2362e+09, rmsle 0.38647 smape 15.852

Crude_Oil PatchTST_sl_96_pl_96  test scaled
mae:0.98879, rmse:1.2363, mse:1.5286

Crude_Oil PatchTST_sl_96_pl_96  test
mae:19325, rmse:53948, mse:2.9103e+09, rmsle 0.3807 smape 15.322

Crude_Oil PatchTST_sl_96_pl_48  test scaled
mae:0.85151, rmse:1.0799, mse:1.1661

Crude_Oil PatchTST_sl_96_pl_48  test
mae:16802, rmse:46221, mse:2.1364e+09, rmsle 0.34776 smape 12.966

Apple TimeMixer_sl_96_pl_96  test scaled
mae:1.6597, rmse:2.2838, mse:5.2158

Apple TimeMixer_sl_96_pl_96  test
mae:3.7154e+06, rmse:1.3088e+07, mse:1.713e+14, rmsle 0.21482 smape 12.295

Crude_Oil PatchTST_sl_96_pl_48  test scaled
mae:0.99897, rmse:1.3402, mse:1.7962

Crude_Oil PatchTST_sl_96_pl_48  test
mae:13983, rmse:40936, mse:1.6758e+09, rmsle 0.32351 smape 12.44

Apple TimeMixer_sl_96_pl_96  test scaled
mae:1.5597, rmse:2.0974, mse:4.3993

Apple TimeMixer_sl_96_pl_96  test
mae:3.4132e+06, rmse:1.2052e+07, mse:1.4525e+14, rmsle 0.18317 smape 11.102

Financial_Aid OFA_sl_5_pl_1_id_ori  test scaled
mae:772.42, rmse:5346.1, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori  test
mae:7807.2, rmse:56813, mse:3.2278e+09, rmsle 4.4965 smape 106.13

Apple CALF_sl_96_pl_96_id_ori  test scaled
mae:1.5961, rmse:2.0403, mse:4.1627

Apple CALF_sl_96_pl_96_id_ori  test
mae:4.0511e+06, rmse:1.2317e+07, mse:1.5171e+14, rmsle 0.18835 smape 11.798

Crude_Oil TimesNet_sl_96_pl_96  test scaled
mae:1.226, rmse:1.4837, mse:2.2015

Crude_Oil TimesNet_sl_96_pl_96  test
mae:15224, rmse:48899, mse:2.3911e+09, rmsle 0.37603 smape 15.046

Apple CALF_sl_96_pl_96_id_ori  test scaled
mae:1.7257, rmse:2.1886, mse:4.7899

Apple CALF_sl_96_pl_96_id_ori  test
mae:4.1315e+06, rmse:1.2988e+07, mse:1.6869e+14, rmsle 0.1971 smape 12.373

Apple CALF_sl_96_pl_96_id_ori  test scaled
mae:1.6637, rmse:2.1279, mse:4.5278

Apple CALF_sl_96_pl_96_id_ori  test
mae:4.4681e+06, rmse:1.3799e+07, mse:1.9041e+14, rmsle 0.20582 smape 12.419

Crude_Oil TimesNet_sl_96_pl_96  test scaled
mae:1.1996, rmse:1.4306, mse:2.0467

Crude_Oil TimesNet_sl_96_pl_96  test
mae:15165, rmse:49085, mse:2.4094e+09, rmsle 0.37684 smape 15.052

Crude_Oil TimesNet_sl_96_pl_96  test scaled
mae:1.2566, rmse:1.5281, mse:2.3352

Crude_Oil TimesNet_sl_96_pl_96  test
mae:15289, rmse:49661, mse:2.4662e+09, rmsle 0.37924 smape 15.087

Crude_Oil iTransformer_sl_96_pl_96  test scaled
mae:0.99629, rmse:1.2575, mse:1.5812

Crude_Oil iTransformer_sl_96_pl_96  test
mae:21282, rmse:61853, mse:3.8258e+09, rmsle 0.3931 smape 14.75

Crude_Oil iTransformer_sl_96_pl_96  test scaled
mae:1.4583, rmse:1.8218, mse:3.319

Crude_Oil iTransformer_sl_96_pl_96  test
mae:22378, rmse:62226, mse:3.8721e+09, rmsle 0.68717 smape 19.875

Crude_Oil iTransformer_sl_96_pl_96  test scaled
mae:0.99356, rmse:1.259, mse:1.585

Crude_Oil iTransformer_sl_96_pl_96  test
mae:21193, rmse:61343, mse:3.7629e+09, rmsle 0.39017 smape 14.601

Crude_Oil TimesNet_sl_96_pl_48  test scaled
mae:0.90149, rmse:1.2022, mse:1.4453

Crude_Oil TimesNet_sl_96_pl_48  test
mae:15315, rmse:47309, mse:2.2381e+09, rmsle 0.35564 smape 12.147

Crude_Oil MICN_sl_96_pl_96  test scaled
mae:0.87948, rmse:1.0764, mse:1.1586

Crude_Oil MICN_sl_96_pl_96  test
mae:13110, rmse:36831, mse:1.3565e+09, rmsle 0.2947 smape 12.17

Crude_Oil MICN_sl_96_pl_96  test scaled
mae:0.86991, rmse:1.0795, mse:1.1654

Crude_Oil MICN_sl_96_pl_96  test
mae:13376, rmse:37275, mse:1.3894e+09, rmsle 0.29226 smape 12.154

Crude_Oil MICN_sl_96_pl_96  test scaled
mae:0.89348, rmse:1.1179, mse:1.2498

Crude_Oil MICN_sl_96_pl_96  test
mae:13112, rmse:36870, mse:1.3594e+09, rmsle 0.29557 smape 12.327

Apple OFA_sl_96_pl_96_id_ori  test scaled
mae:2.2095, rmse:2.9582, mse:8.7512

Apple OFA_sl_96_pl_96_id_ori  test
mae:3.2308e+06, rmse:1.1813e+07, mse:1.3954e+14, rmsle 0.19792 smape 13.454

Crude_Oil TimeMixer_sl_96_pl_96  test scaled
mae:0.94176, rmse:1.1499, mse:1.3222

Crude_Oil TimeMixer_sl_96_pl_96  test
mae:17367, rmse:50534, mse:2.5537e+09, rmsle 0.3588 smape 13.866

Crude_Oil TimeMixer_sl_96_pl_96  test scaled
mae:1.2707, rmse:1.5701, mse:2.4653

Crude_Oil TimeMixer_sl_96_pl_96  test
mae:17806, rmse:51905, mse:2.6941e+09, rmsle 0.37184 smape 16.078

Crude_Oil TimeMixer_sl_96_pl_96  test scaled
mae:0.88569, rmse:1.1354, mse:1.2892

Crude_Oil TimeMixer_sl_96_pl_96  test
mae:16892, rmse:51229, mse:2.6244e+09, rmsle 0.3688 smape 12.921

Apple OFA_sl_96_pl_96_id_ori  test scaled
mae:1.8701, rmse:2.4778, mse:6.1396

Apple OFA_sl_96_pl_96_id_ori  test
mae:3.2768e+06, rmse:1.171e+07, mse:1.3711e+14, rmsle 0.18526 smape 12.124

Crude_Oil CALF_sl_96_pl_96_id_ori  test scaled
mae:1.1061, rmse:1.3512, mse:1.8258

Crude_Oil CALF_sl_96_pl_96_id_ori  test
mae:23869, rmse:66149, mse:4.3756e+09, rmsle 0.39983 smape 16.327

Crude_Oil CALF_sl_96_pl_96_id_ori  test scaled
mae:1.001, rmse:1.2546, mse:1.5739

Crude_Oil CALF_sl_96_pl_96_id_ori  test
mae:17464, rmse:53551, mse:2.8677e+09, rmsle 0.3796 smape 13.731

Crude_Oil TimesNet_sl_96_pl_48  test scaled
mae:1.1677, rmse:1.5024, mse:2.2573

Crude_Oil TimesNet_sl_96_pl_48  test
mae:15377, rmse:48084, mse:2.3121e+09, rmsle 0.36423 smape 13.785

Apple OFA_sl_96_pl_96_id_ori  test scaled
mae:1.7907, rmse:2.4192, mse:5.8527

Apple OFA_sl_96_pl_96_id_ori  test
mae:3.4876e+06, rmse:1.2342e+07, mse:1.5232e+14, rmsle 0.35295 smape 12.361

Crude_Oil CALF_sl_96_pl_96_id_ori  test scaled
mae:1.1327, rmse:1.4064, mse:1.9778

Crude_Oil CALF_sl_96_pl_96_id_ori  test
mae:22010, rmse:63128, mse:3.9851e+09, rmsle 0.39549 smape 15.97

Crude_Oil TimesNet_sl_96_pl_48  test scaled
mae:0.95922, rmse:1.2511, mse:1.5653

Crude_Oil TimesNet_sl_96_pl_48  test
mae:15359, rmse:47315, mse:2.2387e+09, rmsle 0.35566 smape 12.55

Crude_Oil iTransformer_sl_96_pl_48  test scaled
mae:0.78245, rmse:1.0124, mse:1.0249

Crude_Oil iTransformer_sl_96_pl_48  test
mae:19277, rmse:54835, mse:3.0069e+09, rmsle 0.3947 smape 12.703

Crude_Oil iTransformer_sl_96_pl_48  test scaled
mae:0.85733, rmse:1.1059, mse:1.223

Crude_Oil iTransformer_sl_96_pl_48  test
mae:18247, rmse:52637, mse:2.7706e+09, rmsle 0.35961 smape 12.7

Crude_Oil OFA_sl_96_pl_96_id_ori  test scaled
mae:1.1325, rmse:1.5101, mse:2.2803

Crude_Oil OFA_sl_96_pl_96_id_ori  test
mae:15312, rmse:43681, mse:1.908e+09, rmsle 0.32643 smape 14.542

Crude_Oil iTransformer_sl_96_pl_48  test scaled
mae:0.99436, rmse:1.2309, mse:1.5151

Crude_Oil iTransformer_sl_96_pl_48  test
mae:18003, rmse:52295, mse:2.7347e+09, rmsle 0.36225 smape 13.632

Crude_Oil MICN_sl_96_pl_48  test scaled
mae:0.79354, rmse:0.97461, mse:0.94987

Crude_Oil MICN_sl_96_pl_48  test
mae:13238, rmse:38060, mse:1.4485e+09, rmsle 0.30309 smape 11.065

Crude_Oil MICN_sl_96_pl_48  test scaled
mae:0.80446, rmse:1.0227, mse:1.0459

Crude_Oil MICN_sl_96_pl_48  test
mae:13181, rmse:37478, mse:1.4046e+09, rmsle 0.29194 smape 11.087

Crude_Oil MICN_sl_96_pl_48  test scaled
mae:0.80994, rmse:1.0007, mse:1.0015

Crude_Oil MICN_sl_96_pl_48  test
mae:13068, rmse:37376, mse:1.397e+09, rmsle 0.28603 smape 11.21

Crude_Oil TimeMixer_sl_96_pl_48  test scaled
mae:1.0646, rmse:1.4292, mse:2.0425

Crude_Oil TimeMixer_sl_96_pl_48  test
mae:14971, rmse:44185, mse:1.9523e+09, rmsle 0.33874 smape 13.026

Crude_Oil OFA_sl_96_pl_96_id_ori  test scaled
mae:1.2831, rmse:1.7757, mse:3.153

Crude_Oil OFA_sl_96_pl_96_id_ori  test
mae:14549, rmse:41474, mse:1.7201e+09, rmsle 0.343 smape 15.662

Crude_Oil TimeMixer_sl_96_pl_48  test scaled
mae:1.1554, rmse:1.4983, mse:2.2449

Crude_Oil TimeMixer_sl_96_pl_48  test
mae:15272, rmse:45025, mse:2.0273e+09, rmsle 0.34384 smape 13.871

Crude_Oil TimeMixer_sl_96_pl_48  test scaled
mae:0.88808, rmse:1.1453, mse:1.3116

Crude_Oil TimeMixer_sl_96_pl_48  test
mae:17260, rmse:51081, mse:2.6093e+09, rmsle 0.35869 smape 12.654

Crude_Oil CALF_sl_96_pl_48_id_ori  test scaled
mae:1.0317, rmse:1.2824, mse:1.6446

Crude_Oil CALF_sl_96_pl_48_id_ori  test
mae:19167, rmse:56607, mse:3.2044e+09, rmsle 0.37699 smape 13.994

Crude_Oil CALF_sl_96_pl_48_id_ori  test scaled
mae:0.81484, rmse:1.0561, mse:1.1154

Crude_Oil CALF_sl_96_pl_48_id_ori  test
mae:16563, rmse:51061, mse:2.6072e+09, rmsle 0.36461 smape 11.808

Crude_Oil OFA_sl_96_pl_96_id_ori  test scaled
mae:1.3133, rmse:1.7243, mse:2.9731

Crude_Oil OFA_sl_96_pl_96_id_ori  test
mae:14209, rmse:40875, mse:1.6708e+09, rmsle 0.32011 smape 15.543

Financial_Aid OFA_sl_5_pl_1_id_ori  test scaled
mae:772.37, rmse:5346.1, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori  test
mae:7334.7, rmse:45791, mse:2.0968e+09, rmsle 4.5051 smape 98.572

Crude_Oil CALF_sl_96_pl_48_id_ori  test scaled
mae:1.0239, rmse:1.2917, mse:1.6686

Crude_Oil CALF_sl_96_pl_48_id_ori  test
mae:16953, rmse:52254, mse:2.7304e+09, rmsle 0.37309 smape 13.224

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:0.84039, rmse:1.1017, mse:1.2137

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:13369, rmse:39245, mse:1.5402e+09, rmsle 0.31139 smape 11.406

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:0.99278, rmse:1.298, mse:1.6848

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:13353, rmse:39178, mse:1.5349e+09, rmsle 0.31455 smape 12.548

Crude_Oil OFA_sl_96_pl_48_id_ori  test scaled
mae:0.75837, rmse:0.96619, mse:0.93353

Crude_Oil OFA_sl_96_pl_48_id_ori  test
mae:14288, rmse:41843, mse:1.7508e+09, rmsle 0.31564 smape 11.172

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.87011, rmse:1.0729, mse:1.151

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:18572, rmse:52748, mse:2.7824e+09, rmsle 0.36373 smape 13.465

Apple TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.5195, rmse:1.983, mse:3.9321

Apple TimeLLM_sl_96_pl_96_id_ori  test
mae:4.0085e+06, rmse:1.2654e+07, mse:1.6013e+14, rmsle 0.1897 smape 11.39

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.83645, rmse:1.0526, mse:1.1081

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:17961, rmse:51640, mse:2.6667e+09, rmsle 0.35355 smape 12.67

Financial_Aid OFA_sl_5_pl_1_id_ori  test scaled
mae:772.35, rmse:5346.1, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori  test
mae:7281.7, rmse:44595, mse:1.9887e+09, rmsle 4.498 smape 99.708

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.82859, rmse:1.0404, mse:1.0825

Crude_Oil TimeLLM_sl_96_pl_48_id_ori  test
mae:16751, rmse:48722, mse:2.3738e+09, rmsle 0.34582 smape 12.434

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:0.84045, rmse:1.0123, mse:1.0248

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test
mae:18211, rmse:51916, mse:2.6953e+09, rmsle 0.37047 smape 13.397

Apple TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.6621, rmse:2.2143, mse:4.9029

Apple TimeLLM_sl_96_pl_96_id_ori  test
mae:3.772e+06, rmse:1.2387e+07, mse:1.5343e+14, rmsle 0.19206 smape 11.879

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:0.99292, rmse:1.182, mse:1.3971

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test
mae:17182, rmse:49172, mse:2.4178e+09, rmsle 0.35107 smape 14.228

Financial_Aid DLinear_sl_5_pl_1_p_10  test scaled
mae:772.86, rmse:5346, mse:2.858e+07

Financial_Aid DLinear_sl_5_pl_1_p_10  test
mae:9544.5, rmse:74037, mse:5.4815e+09, rmsle 5.9405 smape 170.18

Apple TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.5576, rmse:2.0503, mse:4.2038

Apple TimeLLM_sl_96_pl_96_id_ori  test
mae:3.8892e+06, rmse:1.2258e+07, mse:1.5027e+14, rmsle 0.18586 smape 11.452

Financial_Aid DLinear_sl_5_pl_1_p_10  test scaled
mae:773.47, rmse:5345.9, mse:2.8579e+07

Financial_Aid DLinear_sl_5_pl_1_p_10  test
mae:11814, rmse:68292, mse:4.6638e+09, rmsle 6.3485 smape 168.06

Exchange_Rate_Report DLinear_sl_96_pl_96  test scaled
mae:0.99405, rmse:1.3262, mse:1.7588

Exchange_Rate_Report DLinear_sl_96_pl_96  test
mae:0.58963, rmse:1.7963, mse:3.2268, rmsle 0.014476 smape 1.3513

Exchange_Rate_Report DLinear_sl_96_pl_96  test scaled
mae:0.97346, rmse:1.3049, mse:1.7028

Exchange_Rate_Report DLinear_sl_96_pl_96  test
mae:0.58031, rmse:1.7805, mse:3.1701, rmsle 0.014263 smape 1.3206

Exchange_Rate_Report DLinear_sl_96_pl_96  test scaled
mae:0.985, rmse:1.3164, mse:1.733

Exchange_Rate_Report DLinear_sl_96_pl_96  test
mae:0.58673, rmse:1.7896, mse:3.2028, rmsle 0.014381 smape 1.3382

Exchange_Rate_Report PatchTST_sl_96_pl_96  test scaled
mae:0.91187, rmse:1.2584, mse:1.5836

Exchange_Rate_Report PatchTST_sl_96_pl_96  test
mae:0.57242, rmse:1.8024, mse:3.2485, rmsle 0.014093 smape 1.2386

Exchange_Rate_Report PatchTST_sl_96_pl_96  test scaled
mae:0.99069, rmse:1.3656, mse:1.8647

Exchange_Rate_Report PatchTST_sl_96_pl_96  test
mae:0.60809, rmse:1.9308, mse:3.7281, rmsle 0.01515 smape 1.3391

Exchange_Rate_Report PatchTST_sl_96_pl_96  test scaled
mae:0.98688, rmse:1.3619, mse:1.8549

Exchange_Rate_Report PatchTST_sl_96_pl_96  test
mae:0.60612, rmse:1.9317, mse:3.7316, rmsle 0.015192 smape 1.342

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:0.88819, rmse:1.1119, mse:1.2363

Crude_Oil TimeLLM_sl_96_pl_96_id_ori  test
mae:20029, rmse:59655, mse:3.5587e+09, rmsle 0.38927 smape 13.633

Financial_Aid DLinear_sl_5_pl_1_p_10  test scaled
mae:773.13, rmse:5346, mse:2.8579e+07

Financial_Aid DLinear_sl_5_pl_1_p_10  test
mae:10196, rmse:59559, mse:3.5473e+09, rmsle 6.1842 smape 168.23

Exchange_Rate_Report TimesNet_sl_96_pl_96  test scaled
mae:1.5126, rmse:1.8594, mse:3.4573

Exchange_Rate_Report TimesNet_sl_96_pl_96  test
mae:0.87041, rmse:2.5016, mse:6.2579, rmsle 0.021352 smape 2.1149

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.4, rmse:5346.2, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8642.8, rmse:76423, mse:5.8405e+09, rmsle 4.4726 smape 109.95

Exchange_Rate_Report TimesNet_sl_96_pl_96  test scaled
mae:1.7588, rmse:2.1126, mse:4.4632

Exchange_Rate_Report TimesNet_sl_96_pl_96  test
mae:0.77033, rmse:2.166, mse:4.6914, rmsle 0.021652 smape 2.47

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.38, rmse:5346.1, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8163.8, rmse:65607, mse:4.3042e+09, rmsle 4.4377 smape 118.31

Exchange_Rate_Report TimesNet_sl_96_pl_96  test scaled
mae:1.6102, rmse:1.9695, mse:3.879

Exchange_Rate_Report TimesNet_sl_96_pl_96  test
mae:0.81197, rmse:2.2623, mse:5.1179, rmsle 0.021384 smape 2.2339

Exchange_Rate_Report iTransformer_sl_96_pl_96  test scaled
mae:1.0083, rmse:1.3338, mse:1.7789

Exchange_Rate_Report iTransformer_sl_96_pl_96  test
mae:0.60572, rmse:1.8529, mse:3.4333, rmsle 0.014748 smape 1.3723

Exchange_Rate_Report iTransformer_sl_96_pl_96  test scaled
mae:1.0535, rmse:1.3918, mse:1.9371

Exchange_Rate_Report iTransformer_sl_96_pl_96  test
mae:0.62364, rmse:1.8939, mse:3.5867, rmsle 0.015095 smape 1.4317

Exchange_Rate_Report iTransformer_sl_96_pl_96  test scaled
mae:1.0387, rmse:1.3866, mse:1.9227

Exchange_Rate_Report iTransformer_sl_96_pl_96  test
mae:0.59012, rmse:1.8076, mse:3.2673, rmsle 0.014712 smape 1.3896

Exchange_Rate_Report MICN_sl_96_pl_96  test scaled
mae:1.1064, rmse:1.4256, mse:2.0323

Exchange_Rate_Report MICN_sl_96_pl_96  test
mae:0.61091, rmse:1.8063, mse:3.2627, rmsle 0.015723 smape 1.5366

Exchange_Rate_Report MICN_sl_96_pl_96  test scaled
mae:1.0847, rmse:1.3869, mse:1.9234

Exchange_Rate_Report MICN_sl_96_pl_96  test
mae:0.60279, rmse:1.7927, mse:3.2136, rmsle 0.015379 smape 1.5254

Exchange_Rate_Report MICN_sl_96_pl_96  test scaled
mae:1.0619, rmse:1.3483, mse:1.818

Exchange_Rate_Report MICN_sl_96_pl_96  test
mae:0.58318, rmse:1.7424, mse:3.0361, rmsle 0.015004 smape 1.501

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test scaled
mae:1.0462, rmse:1.3807, mse:1.9063

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test
mae:0.61637, rmse:1.8953, mse:3.5922, rmsle 0.015375 smape 1.437

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test scaled
mae:1.0433, rmse:1.3827, mse:1.9117

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test
mae:0.63148, rmse:1.9488, mse:3.7978, rmsle 0.01562 smape 1.4553

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test scaled
mae:0.96836, rmse:1.28, mse:1.6383

Exchange_Rate_Report TimeMixer_sl_96_pl_96  test
mae:0.55974, rmse:1.7212, mse:2.9627, rmsle 0.014064 smape 1.318

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test scaled
mae:1.2163, rmse:1.561, mse:2.4368

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test
mae:0.65466, rmse:1.9503, mse:3.8037, rmsle 0.016424 smape 1.6926

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.41, rmse:5346.2, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8609.1, rmse:75570, mse:5.7109e+09, rmsle 4.4778 smape 118.85

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test scaled
mae:1.0201, rmse:1.3318, mse:1.7737

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test
mae:0.60383, rmse:1.7699, mse:3.1325, rmsle 0.014312 smape 1.3757

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test scaled
mae:1.1799, rmse:1.5119, mse:2.2859

Exchange_Rate_Report CALF_sl_96_pl_96_id_ori  test
mae:0.63358, rmse:1.8946, mse:3.5896, rmsle 0.015946 smape 1.6209

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test scaled
mae:1.0674, rmse:1.4045, mse:1.9727

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test
mae:0.61771, rmse:1.8732, mse:3.509, rmsle 0.015302 smape 1.4649

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test scaled
mae:1.0368, rmse:1.375, mse:1.8906

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test
mae:0.58955, rmse:1.832, mse:3.3562, rmsle 0.014828 smape 1.41

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test scaled
mae:1.0952, rmse:1.4379, mse:2.0676

Exchange_Rate_Report OFA_sl_96_pl_96_id_ori  test
mae:0.61769, rmse:1.8753, mse:3.5168, rmsle 0.015422 smape 1.5009

Financial_Aid iTransformer_sl_5_pl_1_p_10  test scaled
mae:772.62, rmse:5346.1, mse:2.8581e+07

Financial_Aid iTransformer_sl_5_pl_1_p_10  test
mae:9485.5, rmse:75666, mse:5.7253e+09, rmsle 5.2578 smape 179.58

Financial_Aid iTransformer_sl_5_pl_1_p_10  test scaled
mae:772.47, rmse:5346.1, mse:2.8581e+07

Financial_Aid iTransformer_sl_5_pl_1_p_10  test
mae:8254.2, rmse:61366, mse:3.7658e+09, rmsle 5.1182 smape 179.64

Financial_Aid iTransformer_sl_5_pl_1_p_10  test scaled
mae:772.67, rmse:5346.2, mse:2.8582e+07

Financial_Aid iTransformer_sl_5_pl_1_p_10  test
mae:10802, rmse:1.1865e+05, mse:1.4079e+10, rmsle 5.2212 smape 175.89

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.4, rmse:5346.2, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8642.8, rmse:76423, mse:5.8405e+09, rmsle 4.4726 smape 109.95

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.0489, rmse:1.376, mse:1.8935

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test
mae:0.61898, rmse:1.8517, mse:3.4289, rmsle 0.015062 smape 1.4561

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.38, rmse:5346.1, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8163.8, rmse:65607, mse:4.3042e+09, rmsle 4.4377 smape 118.31

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test scaled
mae:772.41, rmse:5346.2, mse:2.8581e+07

Financial_Aid OFA_sl_5_pl_1_id_ori_p_10  test
mae:8609.1, rmse:75570, mse:5.7109e+09, rmsle 4.4778 smape 118.85

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.0855, rmse:1.4001, mse:1.9603

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test
mae:0.63098, rmse:1.9022, mse:3.6184, rmsle 0.015431 smape 1.5016

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.0046, rmse:1.3335, mse:1.7783

Exchange_Rate_Report TimeLLM_sl_96_pl_96_id_ori  test
mae:0.62583, rmse:1.887, mse:3.5608, rmsle 0.015009 smape 1.4076

Gold DLinear_sl_96_pl_96  test scaled
mae:2.4321, rmse:3.1743, mse:10.076

Gold DLinear_sl_96_pl_96  test
mae:11914, rmse:33357, mse:1.1127e+09, rmsle 0.175 smape 10.433

Gold DLinear_sl_96_pl_96  test scaled
mae:2.4894, rmse:3.2577, mse:10.612

Gold DLinear_sl_96_pl_96  test
mae:11735, rmse:32838, mse:1.0783e+09, rmsle 0.17421 smape 10.547

Gold DLinear_sl_96_pl_96  test scaled
mae:2.4504, rmse:3.1984, mse:10.23

Gold DLinear_sl_96_pl_96  test
mae:11821, rmse:33088, mse:1.0948e+09, rmsle 0.17424 smape 10.454

Gold PatchTST_sl_96_pl_96  test scaled
mae:2.3796, rmse:3.1143, mse:9.6987

Gold PatchTST_sl_96_pl_96  test
mae:12832, rmse:36367, mse:1.3226e+09, rmsle 0.18497 smape 10.66

Gold PatchTST_sl_96_pl_96  test scaled
mae:2.5002, rmse:3.2424, mse:10.513

Gold PatchTST_sl_96_pl_96  test
mae:13448, rmse:38014, mse:1.445e+09, rmsle 0.20195 smape 11.454

Gold PatchTST_sl_96_pl_96  test scaled
mae:3.1084, rmse:3.867, mse:14.954

Gold PatchTST_sl_96_pl_96  test
mae:12619, rmse:36033, mse:1.2984e+09, rmsle 0.21304 smape 13.068

Gold TimesNet_sl_96_pl_96  test scaled
mae:2.3209, rmse:3.0651, mse:9.3949

Gold TimesNet_sl_96_pl_96  test
mae:9754.3, rmse:28722, mse:8.2498e+08, rmsle 0.15002 smape 9.4684

Gold TimesNet_sl_96_pl_96  test scaled
mae:2.5841, rmse:3.2821, mse:10.772

Gold TimesNet_sl_96_pl_96  test
mae:10306, rmse:30062, mse:9.0373e+08, rmsle 0.15975 smape 10.313

Gold TimesNet_sl_96_pl_96  test scaled
mae:2.4055, rmse:3.1306, mse:9.8005

Gold TimesNet_sl_96_pl_96  test
mae:10280, rmse:30224, mse:9.1346e+08, rmsle 0.15797 smape 9.9188

Gold iTransformer_sl_96_pl_96  test scaled
mae:2.3589, rmse:3.0368, mse:9.2222

Gold iTransformer_sl_96_pl_96  test
mae:13250, rmse:37726, mse:1.4233e+09, rmsle 0.21022 smape 11.012

Gold iTransformer_sl_96_pl_96  test scaled
mae:2.3255, rmse:2.9992, mse:8.995

Gold iTransformer_sl_96_pl_96  test
mae:12236, rmse:34158, mse:1.1667e+09, rmsle 0.17953 smape 10.479

Gold iTransformer_sl_96_pl_96  test scaled
mae:2.6282, rmse:3.2751, mse:10.726

Gold iTransformer_sl_96_pl_96  test
mae:12765, rmse:35866, mse:1.2863e+09, rmsle 0.19295 smape 11.537

Gold MICN_sl_96_pl_96  test scaled
mae:2.1781, rmse:2.8336, mse:8.0295

Gold MICN_sl_96_pl_96  test
mae:10544, rmse:30135, mse:9.081e+08, rmsle 0.15807 smape 9.4356

Gold MICN_sl_96_pl_96  test scaled
mae:2.3177, rmse:2.9939, mse:8.9634

Gold MICN_sl_96_pl_96  test
mae:10438, rmse:29937, mse:8.9622e+08, rmsle 0.15873 smape 9.7976

Gold MICN_sl_96_pl_96  test scaled
mae:2.3407, rmse:3.0256, mse:9.1542

Gold MICN_sl_96_pl_96  test
mae:10348, rmse:29693, mse:8.8167e+08, rmsle 0.15765 smape 9.7947

Gold TimeMixer_sl_96_pl_96  test scaled
mae:2.5308, rmse:3.3031, mse:10.91

Gold TimeMixer_sl_96_pl_96  test
mae:10713, rmse:30346, mse:9.2087e+08, rmsle 0.16457 smape 10.28

Gold TimeMixer_sl_96_pl_96  test scaled
mae:2.4779, rmse:3.2274, mse:10.416

Gold TimeMixer_sl_96_pl_96  test
mae:10743, rmse:30488, mse:9.2951e+08, rmsle 0.16493 smape 10.156

Gold TimeMixer_sl_96_pl_96  test scaled
mae:2.5131, rmse:3.2534, mse:10.585

Gold TimeMixer_sl_96_pl_96  test
mae:11091, rmse:31702, mse:1.005e+09, rmsle 0.17051 smape 10.467

Gold CALF_sl_96_pl_96_id_ori  test scaled
mae:2.756, rmse:3.5065, mse:12.295

Gold CALF_sl_96_pl_96_id_ori  test
mae:12328, rmse:33557, mse:1.1261e+09, rmsle 0.18673 smape 11.647

Gold CALF_sl_96_pl_96_id_ori  test scaled
mae:2.5305, rmse:3.2121, mse:10.318

Gold CALF_sl_96_pl_96_id_ori  test
mae:11674, rmse:32613, mse:1.0636e+09, rmsle 0.1758 smape 10.768

Gold CALF_sl_96_pl_96_id_ori  test scaled
mae:2.6383, rmse:3.2945, mse:10.854

Gold CALF_sl_96_pl_96_id_ori  test
mae:12639, rmse:34630, mse:1.1992e+09, rmsle 0.19286 smape 11.57

Gold OFA_sl_96_pl_96_id_ori  test scaled
mae:2.2868, rmse:2.9578, mse:8.7486

Gold OFA_sl_96_pl_96_id_ori  test
mae:11280, rmse:31948, mse:1.0207e+09, rmsle 0.16656 smape 9.8957

Gold OFA_sl_96_pl_96_id_ori  test scaled
mae:2.5633, rmse:3.3279, mse:11.075

Gold OFA_sl_96_pl_96_id_ori  test
mae:12330, rmse:35179, mse:1.2375e+09, rmsle 0.18972 smape 11.147

Gold OFA_sl_96_pl_96_id_ori  test scaled
mae:2.4909, rmse:3.2181, mse:10.356

Gold OFA_sl_96_pl_96_id_ori  test
mae:11463, rmse:32760, mse:1.0732e+09, rmsle 0.18273 smape 10.769

Gold TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:2.5337, rmse:3.2661, mse:10.667

Gold TimeLLM_sl_96_pl_96_id_ori  test
mae:11518, rmse:32622, mse:1.0642e+09, rmsle 0.17377 smape 10.677

Gold TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:2.4226, rmse:3.1133, mse:9.6923

Gold TimeLLM_sl_96_pl_96_id_ori  test
mae:12260, rmse:33872, mse:1.1473e+09, rmsle 0.18103 smape 10.698

Gold TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:2.5816, rmse:3.3156, mse:10.993

Gold TimeLLM_sl_96_pl_96_id_ori  test
mae:12467, rmse:34988, mse:1.2242e+09, rmsle 0.19599 smape 11.433

MSFT DLinear_sl_96_pl_96  test scaled
mae:1.5954, rmse:2.4187, mse:5.8503

MSFT DLinear_sl_96_pl_96  test
mae:1.9418e+06, rmse:5.3971e+06, mse:2.9128e+13, rmsle 0.22213 smape 12.456

MSFT DLinear_sl_96_pl_96  test scaled
mae:1.5921, rmse:2.4204, mse:5.8585

MSFT DLinear_sl_96_pl_96  test
mae:1.9256e+06, rmse:5.3514e+06, mse:2.8637e+13, rmsle 0.22099 smape 12.413

MSFT DLinear_sl_96_pl_96  test scaled
mae:1.5876, rmse:2.4116, mse:5.8159

MSFT DLinear_sl_96_pl_96  test
mae:1.9341e+06, rmse:5.3628e+06, mse:2.876e+13, rmsle 0.2212 smape 12.407

MSFT PatchTST_sl_96_pl_96  test scaled
mae:1.4594, rmse:2.0439, mse:4.1775

MSFT PatchTST_sl_96_pl_96  test
mae:1.837e+06, rmse:5.0992e+06, mse:2.6002e+13, rmsle 0.21138 smape 11.979

MSFT PatchTST_sl_96_pl_96  test scaled
mae:1.3876, rmse:1.9882, mse:3.9529

MSFT PatchTST_sl_96_pl_96  test
mae:2.1207e+06, rmse:5.7785e+06, mse:3.3391e+13, rmsle 0.22882 smape 12.247

MSFT PatchTST_sl_96_pl_96  test scaled
mae:1.5689, rmse:2.1959, mse:4.822

MSFT PatchTST_sl_96_pl_96  test
mae:2.0921e+06, rmse:5.9586e+06, mse:3.5505e+13, rmsle 0.23429 smape 12.894

MSFT TimesNet_sl_96_pl_96  test scaled
mae:1.5344, rmse:2.3234, mse:5.3983

MSFT TimesNet_sl_96_pl_96  test
mae:1.4111e+06, rmse:4.0757e+06, mse:1.6611e+13, rmsle 0.18081 smape 10.998

MSFT TimesNet_sl_96_pl_96  test scaled
mae:1.3939, rmse:1.8227, mse:3.3223

MSFT TimesNet_sl_96_pl_96  test
mae:1.9552e+06, rmse:5.6319e+06, mse:3.1718e+13, rmsle 0.22424 smape 12.497

MSFT TimesNet_sl_96_pl_96  test scaled
mae:1.6704, rmse:2.2192, mse:4.925

MSFT TimesNet_sl_96_pl_96  test
mae:1.6688e+06, rmse:4.6316e+06, mse:2.1451e+13, rmsle 0.20153 smape 12.614

MSFT iTransformer_sl_96_pl_96  test scaled
mae:1.8107, rmse:2.3356, mse:5.4549

MSFT iTransformer_sl_96_pl_96  test
mae:1.6006e+06, rmse:4.5663e+06, mse:2.0851e+13, rmsle 0.20021 smape 13.091

MSFT iTransformer_sl_96_pl_96  test scaled
mae:1.8181, rmse:2.325, mse:5.4055

MSFT iTransformer_sl_96_pl_96  test
mae:1.7967e+06, rmse:5.1831e+06, mse:2.6864e+13, rmsle 0.22131 smape 13.941

MSFT iTransformer_sl_96_pl_96  test scaled
mae:1.5659, rmse:2.022, mse:4.0883

MSFT iTransformer_sl_96_pl_96  test
mae:1.929e+06, rmse:5.8698e+06, mse:3.4454e+13, rmsle 0.21757 smape 12.648

MSFT MICN_sl_96_pl_96  test scaled
mae:1.3172, rmse:1.8387, mse:3.3807

MSFT MICN_sl_96_pl_96  test
mae:1.3979e+06, rmse:4.0994e+06, mse:1.6805e+13, rmsle 0.17523 smape 10.257

MSFT MICN_sl_96_pl_96  test scaled
mae:1.4236, rmse:1.9997, mse:3.999

MSFT MICN_sl_96_pl_96  test
mae:1.2709e+06, rmse:3.9158e+06, mse:1.5333e+13, rmsle 0.16793 smape 10.308

MSFT MICN_sl_96_pl_96  test scaled
mae:1.3067, rmse:1.8404, mse:3.3872

MSFT MICN_sl_96_pl_96  test
mae:1.3901e+06, rmse:4.0658e+06, mse:1.653e+13, rmsle 0.17384 smape 10.162

MSFT TimeMixer_sl_96_pl_96  test scaled
mae:1.5585, rmse:2.1478, mse:4.6131

MSFT TimeMixer_sl_96_pl_96  test
mae:2.1481e+06, rmse:5.7025e+06, mse:3.2518e+13, rmsle 0.23174 smape 13.154

MSFT TimeMixer_sl_96_pl_96  test scaled
mae:1.7026, rmse:2.3751, mse:5.641

MSFT TimeMixer_sl_96_pl_96  test
mae:2.2673e+06, rmse:6.0313e+06, mse:3.6377e+13, rmsle 0.24443 smape 13.954

MSFT TimeMixer_sl_96_pl_96  test scaled
mae:1.4917, rmse:2.0681, mse:4.2771

MSFT TimeMixer_sl_96_pl_96  test
mae:1.6841e+06, rmse:4.7702e+06, mse:2.2755e+13, rmsle 0.20076 smape 11.661

MSFT CALF_sl_96_pl_96_id_ori  test scaled
mae:1.6076, rmse:2.2242, mse:4.9472

MSFT CALF_sl_96_pl_96_id_ori  test
mae:2.307e+06, rmse:6.5433e+06, mse:4.2814e+13, rmsle 0.24234 smape 13.391

MSFT CALF_sl_96_pl_96_id_ori  test scaled
mae:1.5486, rmse:2.1518, mse:4.6303

MSFT CALF_sl_96_pl_96_id_ori  test
mae:2.4346e+06, rmse:6.66e+06, mse:4.4356e+13, rmsle 0.25268 smape 13.502

MSFT CALF_sl_96_pl_96_id_ori  test scaled
mae:1.599, rmse:2.2558, mse:5.0887

MSFT CALF_sl_96_pl_96_id_ori  test
mae:2.4855e+06, rmse:6.8938e+06, mse:4.7524e+13, rmsle 0.25723 smape 13.727

MSFT OFA_sl_96_pl_96_id_ori  test scaled
mae:1.5041, rmse:2.2732, mse:5.1674

MSFT OFA_sl_96_pl_96_id_ori  test
mae:1.7803e+06, rmse:5.1611e+06, mse:2.6637e+13, rmsle 0.21071 smape 11.778

MSFT OFA_sl_96_pl_96_id_ori  test scaled
mae:1.4466, rmse:2.2291, mse:4.9688

MSFT OFA_sl_96_pl_96_id_ori  test
mae:1.5534e+06, rmse:4.7121e+06, mse:2.2204e+13, rmsle 0.19378 smape 10.825

MSFT OFA_sl_96_pl_96_id_ori  test scaled
mae:1.48, rmse:2.1944, mse:4.8155

MSFT OFA_sl_96_pl_96_id_ori  test
mae:1.5731e+06, rmse:4.8183e+06, mse:2.3216e+13, rmsle 0.20233 smape 11.249

MSFT TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.5573, rmse:2.1451, mse:4.6016

MSFT TimeLLM_sl_96_pl_96_id_ori  test
mae:3.107e+06, rmse:8.2264e+06, mse:6.7674e+13, rmsle 0.29577 smape 14.999

MSFT TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.7129, rmse:2.35, mse:5.5224

MSFT TimeLLM_sl_96_pl_96_id_ori  test
mae:2.8112e+06, rmse:7.5909e+06, mse:5.7622e+13, rmsle 0.28219 smape 15.038

MSFT TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.7113, rmse:2.3684, mse:5.6091

MSFT TimeLLM_sl_96_pl_96_id_ori  test
mae:3.0093e+06, rmse:7.9481e+06, mse:6.3172e+13, rmsle 0.293 smape 15.405

Natural_Gas DLinear_sl_96_pl_96  test scaled
mae:1.754, rmse:2.2897, mse:5.2426

Natural_Gas DLinear_sl_96_pl_96  test
mae:8264.1, rmse:24158, mse:5.836e+08, rmsle 0.4416 smape 27.31

Natural_Gas DLinear_sl_96_pl_96  test scaled
mae:1.7641, rmse:2.296, mse:5.2716

Natural_Gas DLinear_sl_96_pl_96  test
mae:8338.5, rmse:24319, mse:5.9141e+08, rmsle 0.44205 smape 27.59

Natural_Gas DLinear_sl_96_pl_96  test scaled
mae:1.7702, rmse:2.3064, mse:5.3197

Natural_Gas DLinear_sl_96_pl_96  test
mae:8315.2, rmse:24281, mse:5.8954e+08, rmsle 0.44283 smape 27.614

Natural_Gas PatchTST_sl_96_pl_96  test scaled
mae:1.7635, rmse:2.2653, mse:5.1317

Natural_Gas PatchTST_sl_96_pl_96  test
mae:9424.1, rmse:26417, mse:6.9787e+08, rmsle 0.42004 smape 28.813

Natural_Gas PatchTST_sl_96_pl_96  test scaled
mae:1.9463, rmse:2.5409, mse:6.4561

Natural_Gas PatchTST_sl_96_pl_96  test
mae:8351.1, rmse:23732, mse:5.6321e+08, rmsle 0.43944 smape 30.382

Natural_Gas PatchTST_sl_96_pl_96  test scaled
mae:2.0775, rmse:2.7038, mse:7.3103

Natural_Gas PatchTST_sl_96_pl_96  test
mae:8511.7, rmse:24224, mse:5.8678e+08, rmsle 0.45233 smape 31.519

Natural_Gas TimesNet_sl_96_pl_96  test scaled
mae:1.904, rmse:2.5049, mse:6.2743

Natural_Gas TimesNet_sl_96_pl_96  test
mae:9055.8, rmse:26558, mse:7.0533e+08, rmsle 0.46094 smape 28.56

Natural_Gas TimesNet_sl_96_pl_96  test scaled
mae:2.039, rmse:2.7697, mse:7.6712

Natural_Gas TimesNet_sl_96_pl_96  test
mae:8820.2, rmse:26098, mse:6.8108e+08, rmsle 0.46923 smape 29.445

Natural_Gas TimesNet_sl_96_pl_96  test scaled
mae:1.9817, rmse:2.6123, mse:6.8241

Natural_Gas TimesNet_sl_96_pl_96  test
mae:9456.7, rmse:27658, mse:7.6495e+08, rmsle 0.46951 smape 29.58

Natural_Gas iTransformer_sl_96_pl_96  test scaled
mae:1.7986, rmse:2.3772, mse:5.6512

Natural_Gas iTransformer_sl_96_pl_96  test
mae:10968, rmse:31521, mse:9.9358e+08, rmsle 0.47785 smape 27.862

Natural_Gas iTransformer_sl_96_pl_96  test scaled
mae:1.9303, rmse:2.5261, mse:6.3811

Natural_Gas iTransformer_sl_96_pl_96  test
mae:11947, rmse:33427, mse:1.1173e+09, rmsle 0.50021 smape 30.408

Natural_Gas iTransformer_sl_96_pl_96  test scaled
mae:1.8135, rmse:2.3881, mse:5.7031

Natural_Gas iTransformer_sl_96_pl_96  test
mae:10291, rmse:29474, mse:8.6874e+08, rmsle 0.4712 smape 28.112

Natural_Gas MICN_sl_96_pl_96  test scaled
mae:1.6879, rmse:2.1484, mse:4.6157

Natural_Gas MICN_sl_96_pl_96  test
mae:7325.1, rmse:21198, mse:4.4935e+08, rmsle 0.42624 smape 31.768

Natural_Gas MICN_sl_96_pl_96  test scaled
mae:1.5806, rmse:1.9836, mse:3.9349

Natural_Gas MICN_sl_96_pl_96  test
mae:7468.4, rmse:21389, mse:4.5748e+08, rmsle 0.4266 smape 31.164

Natural_Gas MICN_sl_96_pl_96  test scaled
mae:1.5519, rmse:1.9191, mse:3.6829

Natural_Gas MICN_sl_96_pl_96  test
mae:7417.2, rmse:21230, mse:4.5073e+08, rmsle 0.41101 smape 28.523

Natural_Gas TimeMixer_sl_96_pl_96  test scaled
mae:2.3245, rmse:3.0225, mse:9.1357

Natural_Gas TimeMixer_sl_96_pl_96  test
mae:9359.7, rmse:27228, mse:7.4138e+08, rmsle 0.49609 smape 35.63

Natural_Gas TimeMixer_sl_96_pl_96  test scaled
mae:2.0949, rmse:2.7402, mse:7.5086

Natural_Gas TimeMixer_sl_96_pl_96  test
mae:9354.2, rmse:27532, mse:7.58e+08, rmsle 0.4805 smape 31.404

Natural_Gas TimeMixer_sl_96_pl_96  test scaled
mae:1.977, rmse:2.5894, mse:6.705

Natural_Gas TimeMixer_sl_96_pl_96  test
mae:9239.9, rmse:27297, mse:7.4511e+08, rmsle 0.47682 smape 30.214

Natural_Gas CALF_sl_96_pl_96_id_ori  test scaled
mae:1.6847, rmse:2.1817, mse:4.7597

Natural_Gas CALF_sl_96_pl_96_id_ori  test
mae:10376, rmse:29576, mse:8.7471e+08, rmsle 0.45831 smape 27.685

Natural_Gas CALF_sl_96_pl_96_id_ori  test scaled
mae:1.7314, rmse:2.2467, mse:5.0479

Natural_Gas CALF_sl_96_pl_96_id_ori  test
mae:10587, rmse:30011, mse:9.0069e+08, rmsle 0.46177 smape 28.47

Natural_Gas CALF_sl_96_pl_96_id_ori  test scaled
mae:1.6565, rmse:2.0937, mse:4.3837

Natural_Gas CALF_sl_96_pl_96_id_ori  test
mae:10819, rmse:30536, mse:9.3245e+08, rmsle 0.45573 smape 28.733

Natural_Gas OFA_sl_96_pl_96_id_ori  test scaled
mae:1.7889, rmse:2.3157, mse:5.3623

Natural_Gas OFA_sl_96_pl_96_id_ori  test
mae:8069, rmse:22779, mse:5.1888e+08, rmsle 0.42616 smape 28.995

Natural_Gas OFA_sl_96_pl_96_id_ori  test scaled
mae:1.8164, rmse:2.3617, mse:5.5776

Natural_Gas OFA_sl_96_pl_96_id_ori  test
mae:8025.4, rmse:22657, mse:5.1334e+08, rmsle 0.43095 smape 29.43

Natural_Gas OFA_sl_96_pl_96_id_ori  test scaled
mae:1.7403, rmse:2.2465, mse:5.0468

Natural_Gas OFA_sl_96_pl_96_id_ori  test
mae:8203.8, rmse:23211, mse:5.3874e+08, rmsle 0.42238 smape 28.605

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.8319, rmse:2.3862, mse:5.694

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test
mae:9567.9, rmse:27126, mse:7.3581e+08, rmsle 0.45516 smape 28.874

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.9371, rmse:2.5818, mse:6.6657

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test
mae:9907.4, rmse:28876, mse:8.3382e+08, rmsle 0.47635 smape 29.034

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.89, rmse:2.465, mse:6.0763

Natural_Gas TimeLLM_sl_96_pl_96_id_ori  test
mae:10125, rmse:28663, mse:8.2156e+08, rmsle 0.46344 smape 29.923

SPX500 DLinear_sl_96_pl_96  test scaled
mae:2.197, rmse:3.1322, mse:9.8104

SPX500 DLinear_sl_96_pl_96  test
mae:287.99, rmse:370.17, mse:1.3702e+05, rmsle 0.078202 smape 6.0306

SPX500 DLinear_sl_96_pl_96  test scaled
mae:2.2029, rmse:3.138, mse:9.8473

SPX500 DLinear_sl_96_pl_96  test
mae:289.43, rmse:371.59, mse:1.3808e+05, rmsle 0.078486 smape 6.0595

SPX500 DLinear_sl_96_pl_96  test scaled
mae:2.2149, rmse:3.1387, mse:9.8516

SPX500 DLinear_sl_96_pl_96  test
mae:292.27, rmse:372.63, mse:1.3885e+05, rmsle 0.078639 smape 6.1136

SPX500 PatchTST_sl_96_pl_96  test scaled
mae:1.6078, rmse:2.3011, mse:5.295

SPX500 PatchTST_sl_96_pl_96  test
mae:214.21, rmse:273.47, mse:74787, rmsle 0.057008 smape 4.4348

SPX500 PatchTST_sl_96_pl_96  test scaled
mae:1.6832, rmse:2.397, mse:5.7458

SPX500 PatchTST_sl_96_pl_96  test
mae:222.17, rmse:281.78, mse:79400, rmsle 0.058943 smape 4.6101

SPX500 PatchTST_sl_96_pl_96  test scaled
mae:1.6568, rmse:2.2108, mse:4.8874

SPX500 PatchTST_sl_96_pl_96  test
mae:237.71, rmse:290.67, mse:84490, rmsle 0.059691 smape 4.8769

SPX500 TimesNet_sl_96_pl_96  test scaled
mae:1.7393, rmse:2.3999, mse:5.7597

SPX500 TimesNet_sl_96_pl_96  test
mae:239.24, rmse:294.87, mse:86948, rmsle 0.06113 smape 4.9312

SPX500 TimesNet_sl_96_pl_96  test scaled
mae:1.8439, rmse:2.6609, mse:7.0805

SPX500 TimesNet_sl_96_pl_96  test
mae:246.59, rmse:317.76, mse:1.0097e+05, rmsle 0.066457 smape 5.1108

SPX500 TimesNet_sl_96_pl_96  test scaled
mae:1.7507, rmse:2.3834, mse:5.6808

SPX500 TimesNet_sl_96_pl_96  test
mae:239.29, rmse:292.19, mse:85377, rmsle 0.060601 smape 4.9373

SPX500 iTransformer_sl_96_pl_96  test scaled
mae:1.8054, rmse:2.4619, mse:6.0607

SPX500 iTransformer_sl_96_pl_96  test
mae:250.52, rmse:309.48, mse:95777, rmsle 0.064299 smape 5.1805

SPX500 iTransformer_sl_96_pl_96  test scaled
mae:1.9581, rmse:2.6952, mse:7.2642

SPX500 iTransformer_sl_96_pl_96  test
mae:265.98, rmse:327.7, mse:1.0739e+05, rmsle 0.068658 smape 5.5294

SPX500 iTransformer_sl_96_pl_96  test scaled
mae:1.8558, rmse:2.508, mse:6.2902

SPX500 iTransformer_sl_96_pl_96  test
mae:258.71, rmse:316.76, mse:1.0034e+05, rmsle 0.065795 smape 5.3503

SPX500 MICN_sl_96_pl_96  test scaled
mae:1.8377, rmse:2.525, mse:6.3757

SPX500 MICN_sl_96_pl_96  test
mae:249.19, rmse:307.16, mse:94344, rmsle 0.063705 smape 5.147

SPX500 MICN_sl_96_pl_96  test scaled
mae:1.6127, rmse:2.314, mse:5.3546

SPX500 MICN_sl_96_pl_96  test
mae:214.05, rmse:275.96, mse:76155, rmsle 0.057306 smape 4.4199

SPX500 MICN_sl_96_pl_96  test scaled
mae:1.6839, rmse:2.3912, mse:5.7177

SPX500 MICN_sl_96_pl_96  test
mae:223.63, rmse:285.16, mse:81316, rmsle 0.059233 smape 4.6241

SPX500 TimeMixer_sl_96_pl_96  test scaled
mae:1.6249, rmse:2.2509, mse:5.0666

SPX500 TimeMixer_sl_96_pl_96  test
mae:220.7, rmse:275.48, mse:75892, rmsle 0.056958 smape 4.5488

SPX500 TimeMixer_sl_96_pl_96  test scaled
mae:1.8699, rmse:2.554, mse:6.5231

SPX500 TimeMixer_sl_96_pl_96  test
mae:252.79, rmse:309.8, mse:95975, rmsle 0.064394 smape 5.2318

SPX500 TimeMixer_sl_96_pl_96  test scaled
mae:1.6475, rmse:2.3615, mse:5.5768

SPX500 TimeMixer_sl_96_pl_96  test
mae:217.86, rmse:281.37, mse:79167, rmsle 0.05852 smape 4.5099

SPX500 CALF_sl_96_pl_96_id_ori  test scaled
mae:1.7465, rmse:2.4824, mse:6.1622

SPX500 CALF_sl_96_pl_96_id_ori  test
mae:227.56, rmse:291.59, mse:85025, rmsle 0.061228 smape 4.7386

SPX500 CALF_sl_96_pl_96_id_ori  test scaled
mae:1.7825, rmse:2.456, mse:6.0317

SPX500 CALF_sl_96_pl_96_id_ori  test
mae:238.31, rmse:296.61, mse:87975, rmsle 0.061803 smape 4.9355

SPX500 CALF_sl_96_pl_96_id_ori  test scaled
mae:1.6701, rmse:2.3647, mse:5.5917

SPX500 CALF_sl_96_pl_96_id_ori  test
mae:222.16, rmse:284.1, mse:80714, rmsle 0.059334 smape 4.6046

SPX500 OFA_sl_96_pl_96_id_ori  test scaled
mae:1.4777, rmse:2.097, mse:4.3973

SPX500 OFA_sl_96_pl_96_id_ori  test
mae:201.26, rmse:255.31, mse:65184, rmsle 0.052686 smape 4.1242

SPX500 OFA_sl_96_pl_96_id_ori  test scaled
mae:1.3706, rmse:1.9564, mse:3.8274

SPX500 OFA_sl_96_pl_96_id_ori  test
mae:184.31, rmse:238.01, mse:56648, rmsle 0.049132 smape 3.7861

SPX500 OFA_sl_96_pl_96_id_ori  test scaled
mae:1.431, rmse:2.026, mse:4.1045

SPX500 OFA_sl_96_pl_96_id_ori  test
mae:190.56, rmse:242.35, mse:58734, rmsle 0.050219 smape 3.9317

SPX500 TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.641, rmse:2.2908, mse:5.2478

SPX500 TimeLLM_sl_96_pl_96_id_ori  test
mae:218, rmse:273.82, mse:74976, rmsle 0.056832 smape 4.5064

SPX500 TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.6975, rmse:2.3377, mse:5.4648

SPX500 TimeLLM_sl_96_pl_96_id_ori  test
mae:230.27, rmse:285.2, mse:81341, rmsle 0.059063 smape 4.7474

SPX500 TimeLLM_sl_96_pl_96_id_ori  test scaled
mae:1.6804, rmse:2.2465, mse:5.0466

SPX500 TimeLLM_sl_96_pl_96_id_ori  test
mae:231.42, rmse:280.93, mse:78924, rmsle 0.057843 smape 4.7587

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.94044, rmse:1.2323, mse:1.5187

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.54228, rmse:1.5438, mse:2.3832, rmsle 0.012757 smape 1.2444

Gold TimeMixer_sl_96_pl_24  test scaled
mae:1.0893, rmse:1.6346, mse:2.6719

Gold TimeMixer_sl_96_pl_24  test
mae:11109, rmse:30762, mse:9.4629e+08, rmsle 0.1571 smape 7.5911

Gold TimeMixer_sl_96_pl_24  test scaled
mae:1.0641, rmse:1.5825, mse:2.5042

Gold TimeMixer_sl_96_pl_24  test
mae:10374, rmse:28908, mse:8.3569e+08, rmsle 0.14575 smape 7.1704

Gold TimeMixer_sl_96_pl_24  test scaled
mae:1.0193, rmse:1.5109, mse:2.2829

Gold TimeMixer_sl_96_pl_24  test
mae:10186, rmse:28601, mse:8.1801e+08, rmsle 0.14405 smape 7.067

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.97651, rmse:1.2838, mse:1.6481

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.52405, rmse:1.5032, mse:2.2595, rmsle 0.012858 smape 1.2804

Natural_Gas DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1554, rmse:1.475, mse:2.1756

Natural_Gas DLinear_sl_96_pl_24_p_10  test
mae:8566.8, rmse:25190, mse:6.3453e+08, rmsle 0.43395 smape 20.988

Natural_Gas DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1572, rmse:1.4748, mse:2.1751

Natural_Gas DLinear_sl_96_pl_24_p_10  test
mae:8621.8, rmse:25214, mse:6.3575e+08, rmsle 0.433 smape 21.062

Natural_Gas DLinear_sl_96_pl_24_p_10  test scaled
mae:1.1802, rmse:1.4975, mse:2.2425

Natural_Gas DLinear_sl_96_pl_24_p_10  test
mae:8544.2, rmse:25334, mse:6.418e+08, rmsle 0.43763 smape 21.491

Natural_Gas PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.2434, rmse:1.5737, mse:2.4766

Natural_Gas PatchTST_sl_96_pl_24_p_10  test
mae:10172, rmse:29251, mse:8.556e+08, rmsle 0.46129 smape 22.927

Natural_Gas PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.2085, rmse:1.5431, mse:2.3812

Natural_Gas PatchTST_sl_96_pl_24_p_10  test
mae:10062, rmse:29358, mse:8.6187e+08, rmsle 0.46242 smape 22.395

Natural_Gas PatchTST_sl_96_pl_24_p_10  test scaled
mae:1.2746, rmse:1.6068, mse:2.5817

Natural_Gas PatchTST_sl_96_pl_24_p_10  test
mae:10468, rmse:30231, mse:9.1391e+08, rmsle 0.46759 smape 23.251

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:0.9588, rmse:1.2535, mse:1.5713

Exchange_Rate_Report TimeLLM_sl_96_pl_48_id_ori  test
mae:0.46328, rmse:1.4307, mse:2.047, rmsle 0.012362 smape 1.2338

Natural_Gas TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.1925, rmse:1.5697, mse:2.4638

Natural_Gas TimesNet_sl_96_pl_24_p_10  test
mae:10471, rmse:29272, mse:8.5687e+08, rmsle 0.43972 smape 22.616

Natural_Gas TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.2272, rmse:1.6104, mse:2.5934

Natural_Gas TimesNet_sl_96_pl_24_p_10  test
mae:9812.6, rmse:27402, mse:7.5088e+08, rmsle 0.43358 smape 22.72

Natural_Gas TimesNet_sl_96_pl_24_p_10  test scaled
mae:1.2691, rmse:1.6131, mse:2.602

Natural_Gas TimesNet_sl_96_pl_24_p_10  test
mae:9503.9, rmse:26625, mse:7.0892e+08, rmsle 0.42385 smape 23.714

Natural_Gas iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.175, rmse:1.5193, mse:2.3083

Natural_Gas iTransformer_sl_96_pl_24_p_10  test
mae:9571.8, rmse:27809, mse:7.7334e+08, rmsle 0.45079 smape 22.093

Natural_Gas iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.0847, rmse:1.4369, mse:2.0647

Natural_Gas iTransformer_sl_96_pl_24_p_10  test
mae:9533.4, rmse:27321, mse:7.4645e+08, rmsle 0.42999 smape 20.264

Natural_Gas iTransformer_sl_96_pl_24_p_10  test scaled
mae:1.0933, rmse:1.409, mse:1.9853

Natural_Gas iTransformer_sl_96_pl_24_p_10  test
mae:10080, rmse:28763, mse:8.273e+08, rmsle 0.43642 smape 20.936

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3354, rmse:1.7331, mse:3.0037

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:3.8444e+06, rmse:1.3458e+07, mse:1.8113e+14, rmsle 0.19019 smape 10.764

Natural_Gas CALF_sl_96_pl_24_id_ori  test scaled
mae:1.0119, rmse:1.3484, mse:1.8183

Natural_Gas CALF_sl_96_pl_24_id_ori  test
mae:9072.1, rmse:26036, mse:6.7786e+08, rmsle 0.42707 smape 19.677

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.3495, rmse:1.7141, mse:2.9383

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:4.0145e+06, rmse:1.3213e+07, mse:1.7457e+14, rmsle 0.18836 smape 10.934

Natural_Gas CALF_sl_96_pl_24_id_ori  test scaled
mae:0.97778, rmse:1.2876, mse:1.6579

Natural_Gas CALF_sl_96_pl_24_id_ori  test
mae:9038.8, rmse:25536, mse:6.5209e+08, rmsle 0.4143 smape 19.548

Apple TimeLLM_sl_96_pl_48_id_ori  test scaled
mae:1.4354, rmse:1.8102, mse:3.2768

Apple TimeLLM_sl_96_pl_48_id_ori  test
mae:4.194e+06, rmse:1.374e+07, mse:1.888e+14, rmsle 0.19758 smape 11.56

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4635, rmse:1.8721, mse:3.5048

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.7713e+06, rmse:1.2747e+07, mse:1.6247e+14, rmsle 0.22489 smape 12.24

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4575, rmse:1.8603, mse:3.4606

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.8183e+06, rmse:1.2991e+07, mse:1.6877e+14, rmsle 0.22839 smape 12.271

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3854, rmse:1.7672, mse:3.1231

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.843e+06, rmse:1.3039e+07, mse:1.7001e+14, rmsle 0.19757 smape 11.815

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4635, rmse:1.8721, mse:3.5048

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.7713e+06, rmse:1.2747e+07, mse:1.6247e+14, rmsle 0.22489 smape 12.24

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4575, rmse:1.8603, mse:3.4606

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.8183e+06, rmse:1.2991e+07, mse:1.6877e+14, rmsle 0.22839 smape 12.271

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3854, rmse:1.7672, mse:3.1231

Apple CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:3.843e+06, rmse:1.3039e+07, mse:1.7001e+14, rmsle 0.19757 smape 11.815

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3688, rmse:1.7583, mse:3.0916

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:3.2683e+06, rmse:1.1909e+07, mse:1.4181e+14, rmsle 0.17682 smape 11.101

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3601, rmse:1.7495, mse:3.0608

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:3.1607e+06, rmse:1.171e+07, mse:1.3713e+14, rmsle 0.17191 smape 10.881

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3495, rmse:1.7325, mse:3.0015

Apple OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:3.2061e+06, rmse:1.1689e+07, mse:1.3664e+14, rmsle 0.17191 smape 10.875

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.5633, rmse:2.0066, mse:4.0263

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:4.332e+06, rmse:1.432e+07, mse:2.0507e+14, rmsle 0.66328 smape 14.182

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6172, rmse:2.0631, mse:4.2565

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:4.622e+06, rmse:1.4941e+07, mse:2.2323e+14, rmsle 0.87449 smape 15.214

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6368, rmse:2.0579, mse:4.235

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:5.2122e+06, rmse:1.5905e+07, mse:2.5296e+14, rmsle 0.37396 smape 14.83

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.219, rmse:1.5289, mse:2.3375

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:19442, rmse:56486, mse:3.1907e+09, rmsle 0.37302 smape 14.868

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.1935, rmse:1.5082, mse:2.2747

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:20206, rmse:58611, mse:3.4352e+09, rmsle 0.38707 smape 14.976

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.1276, rmse:1.4191, mse:2.0139

Crude_Oil CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:19589, rmse:56364, mse:3.1769e+09, rmsle 0.37778 smape 14.389

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.1058, rmse:1.3987, mse:1.9563

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:17523, rmse:51503, mse:2.6526e+09, rmsle 0.35902 smape 13.558

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.0734, rmse:1.3632, mse:1.8583

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:16911, rmse:50020, mse:2.502e+09, rmsle 0.35494 smape 13.13

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.0755, rmse:1.3635, mse:1.8592

Crude_Oil OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:16696, rmse:50015, mse:2.5015e+09, rmsle 0.35668 smape 13.049

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3614, rmse:1.7154, mse:2.9426

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:25033, rmse:69407, mse:4.8173e+09, rmsle 1.0586 smape 18.824

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3706, rmse:1.7243, mse:2.9733

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:25043, rmse:71129, mse:5.0594e+09, rmsle 1.2188 smape 19.341

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4452, rmse:1.8002, mse:3.2409

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:27379, rmse:77602, mse:6.0221e+09, rmsle 0.58747 smape 18.124

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.331, rmse:1.6008, mse:2.5624

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:0.8153, rmse:2.3264, mse:5.4123, rmsle 0.01844 smape 1.6973

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3099, rmse:1.5786, mse:2.4918

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:0.81745, rmse:2.3125, mse:5.3475, rmsle 0.018226 smape 1.6636

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.2256, rmse:1.4763, mse:2.1794

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:0.74631, rmse:2.0955, mse:4.3912, rmsle 0.016602 smape 1.5499

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.2456, rmse:1.4702, mse:2.1616

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:0.81393, rmse:2.2379, mse:5.0083, rmsle 0.017344 smape 1.5783

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.2278, rmse:1.4471, mse:2.094

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:0.80063, rmse:2.1994, mse:4.8374, rmsle 0.017018 smape 1.5545

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.2148, rmse:1.4343, mse:2.0573

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:0.78735, rmse:2.1653, mse:4.6884, rmsle 0.016786 smape 1.537

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4841, rmse:1.7922, mse:3.212

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:0.9432, rmse:2.6811, mse:7.188, rmsle 0.021213 smape 1.9002

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4788, rmse:1.8051, mse:3.2583

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:0.92702, rmse:2.6655, mse:7.1048, rmsle 0.021186 smape 1.8921

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4593, rmse:1.8083, mse:3.27

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:0.79209, rmse:2.3451, mse:5.4996, rmsle 0.01944 smape 1.8537

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7908, rmse:2.289, mse:5.2394

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:11519, rmse:32509, mse:1.0568e+09, rmsle 0.18338 smape 10.682

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7958, rmse:2.3008, mse:5.2938

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:11482, rmse:32696, mse:1.069e+09, rmsle 0.18581 smape 10.708

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.69, rmse:2.1986, mse:4.834

Gold CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:11201, rmse:31715, mse:1.0058e+09, rmsle 0.20498 smape 10.064

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7885, rmse:2.2523, mse:5.073

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:10246, rmse:29143, mse:8.4932e+08, rmsle 0.1588 smape 10.022

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7668, rmse:2.2407, mse:5.0207

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:9979.1, rmse:28424, mse:8.079e+08, rmsle 0.15345 smape 9.7762

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7432, rmse:2.2131, mse:4.8978

Gold OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:9899.8, rmse:28143, mse:7.9201e+08, rmsle 0.1516 smape 9.6397

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:2.0573, rmse:2.5576, mse:6.5412

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:13891, rmse:39192, mse:1.536e+09, rmsle 0.5189 smape 13.453

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:2.0179, rmse:2.5435, mse:6.4696

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:13832, rmse:39299, mse:1.5444e+09, rmsle 0.61981 smape 13.421

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7887, rmse:2.3323, mse:5.4395

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:14851, rmse:41306, mse:1.7062e+09, rmsle 0.30416 smape 12.02

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6376, rmse:2.0508, mse:4.2059

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:1.5244e+06, rmse:4.5248e+06, mse:2.0474e+13, rmsle 0.20233 smape 12.678

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6533, rmse:2.0718, mse:4.2925

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:1.5279e+06, rmse:4.5532e+06, mse:2.0732e+13, rmsle 0.20294 smape 12.747

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.555, rmse:1.9672, mse:3.8697

MSFT CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:1.5129e+06, rmse:4.4829e+06, mse:2.0096e+13, rmsle 0.19743 smape 12.126

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6075, rmse:2.0085, mse:4.034

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:1.2525e+06, rmse:3.8924e+06, mse:1.5151e+13, rmsle 0.173 smape 11.601

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.5845, rmse:1.9947, mse:3.9789

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:1.2126e+06, rmse:3.7978e+06, mse:1.4423e+13, rmsle 0.16801 smape 11.329

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.5641, rmse:1.9649, mse:3.8609

MSFT OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:1.2412e+06, rmse:3.826e+06, mse:1.4639e+13, rmsle 0.16924 smape 11.333

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.8854, rmse:2.3398, mse:5.4746

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:1.7602e+06, rmse:5.269e+06, mse:2.7763e+13, rmsle 0.9422 smape 15.765

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.8644, rmse:2.3231, mse:5.3969

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:1.817e+06, rmse:5.3757e+06, mse:2.8898e+13, rmsle 0.84145 smape 16.161

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6827, rmse:2.1269, mse:4.5238

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:2.1816e+06, rmse:6.1639e+06, mse:3.7994e+13, rmsle 0.26956 smape 14.842

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4526, rmse:1.8454, mse:3.4056

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:10491, rmse:29880, mse:8.9281e+08, rmsle 0.47652 smape 27.086

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.4509, rmse:1.8308, mse:3.3519

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:10747, rmse:30631, mse:9.3827e+08, rmsle 0.47928 smape 27.149

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3787, rmse:1.7474, mse:3.0534

Natural_Gas CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:10294, rmse:29184, mse:8.5173e+08, rmsle 0.46199 smape 25.749

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3679, rmse:1.7401, mse:3.028

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:9429, rmse:27216, mse:7.4071e+08, rmsle 0.44952 smape 25.029

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.3462, rmse:1.7115, mse:2.9291

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:9151.5, rmse:26504, mse:7.0244e+08, rmsle 0.44528 smape 24.584

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.345, rmse:1.7129, mse:2.9342

Natural_Gas OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:9026.6, rmse:26333, mse:6.9341e+08, rmsle 0.44685 smape 24.455

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.5747, rmse:1.989, mse:3.956

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:13001, rmse:36162, mse:1.3077e+09, rmsle 1.1308 smape 31.524

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.5797, rmse:1.994, mse:3.9761

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:12872, rmse:36352, mse:1.3215e+09, rmsle 1.3559 smape 32.082

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6646, rmse:2.0835, mse:4.341

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:14064, rmse:39463, mse:1.5573e+09, rmsle 0.68077 smape 31.483

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7766, rmse:2.0459, mse:4.1856

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:295.21, rmse:348.8, mse:1.2166e+05, rmsle 0.071919 smape 6.0786

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7839, rmse:2.0473, mse:4.1913

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:295.72, rmse:347.62, mse:1.2084e+05, rmsle 0.071706 smape 6.092

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6479, rmse:1.8911, mse:3.5761

SPX500 CALF_sl_96_pl_24_id_ori_zeroshot  test
mae:269.41, rmse:313.83, mse:98490, rmsle 0.064384 smape 5.5315

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7845, rmse:1.9932, mse:3.973

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:297.5, rmse:339.96, mse:1.1557e+05, rmsle 0.069673 smape 6.1053

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7633, rmse:1.9781, mse:3.9131

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:292.74, rmse:334.64, mse:1.1198e+05, rmsle 0.068507 smape 6.003

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.7373, rmse:1.9449, mse:3.7827

SPX500 OFA_sl_96_pl_24_id_ori_zeroshot  test
mae:288.73, rmse:329.78, mse:1.0876e+05, rmsle 0.067462 smape 5.9176

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:2.0317, rmse:2.3418, mse:5.4841

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:339.85, rmse:404.8, mse:1.6386e+05, rmsle 0.084356 smape 7.0497

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:2.0033, rmse:2.3271, mse:5.4153

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:333.91, rmse:401.31, mse:1.6105e+05, rmsle 0.083825 smape 6.9347

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test scaled
mae:1.6974, rmse:2.0571, mse:4.2315

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot  test
mae:276.85, rmse:344.03, mse:1.1835e+05, rmsle 0.071462 smape 5.7227

Financial_Aid_State DLinear_sl_5_pl_1  test scaled
mae:2.0409, rmse:3.5687, mse:12.736

Financial_Aid_State DLinear_sl_5_pl_1  test
mae:1.177e+07, rmse:2.3101e+07, mse:5.3367e+14, rmsle 1.4279 smape 15.869

Financial_Aid_State DLinear_sl_5_pl_1  test scaled
mae:1.9724, rmse:3.3268, mse:11.068

Financial_Aid_State DLinear_sl_5_pl_1  test
mae:9.6644e+06, rmse:1.8898e+07, mse:3.5713e+14, rmsle 1.5573 smape 30.809

Financial_Aid_State DLinear_sl_5_pl_1  test scaled
mae:1.9612, rmse:3.4467, mse:11.879

Financial_Aid_State DLinear_sl_5_pl_1  test
mae:1.0629e+07, rmse:2.0602e+07, mse:4.2443e+14, rmsle 1.4833 smape 31.446

Financial_Aid_State DLinear_sl_10_pl_1  test scaled
mae:1.2129, rmse:1.5765, mse:2.4852

Financial_Aid_State DLinear_sl_10_pl_1  test
mae:1.6654e+07, rmse:3.1356e+07, mse:9.8321e+14, rmsle 2.8973 smape 36.083

Financial_Aid_State DLinear_sl_10_pl_1  test scaled
mae:1.2006, rmse:1.539, mse:2.3684

Financial_Aid_State DLinear_sl_10_pl_1  test
mae:1.6422e+07, rmse:3.1826e+07, mse:1.0129e+15, rmsle 2.9379 smape 35.856

Financial_Aid_State DLinear_sl_10_pl_1  test scaled
mae:1.228, rmse:1.6234, mse:2.6353

Financial_Aid_State DLinear_sl_10_pl_1  test
mae:1.6856e+07, rmse:3.1289e+07, mse:9.7901e+14, rmsle 2.8374 smape 36.368

Financial_Aid_State PatchTST_sl_10_pl_1  test scaled
mae:0.82944, rmse:1.343, mse:1.8036

Financial_Aid_State PatchTST_sl_10_pl_1  test
mae:8.3128e+06, rmse:1.5323e+07, mse:2.3481e+14, rmsle 2.7166 smape 29.507

Financial_Aid_State PatchTST_sl_10_pl_1  test scaled
mae:1.2176, rmse:1.719, mse:2.9551

Financial_Aid_State PatchTST_sl_10_pl_1  test
mae:1.5062e+07, rmse:3.0106e+07, mse:9.0635e+14, rmsle 2.4668 smape 30.143

Financial_Aid_State PatchTST_sl_10_pl_1  test scaled
mae:0.80864, rmse:1.3931, mse:1.9408

Financial_Aid_State PatchTST_sl_10_pl_1  test
mae:7.8218e+06, rmse:1.5204e+07, mse:2.3115e+14, rmsle 1.8012 smape 30.298

Financial_Aid_State iTransformer_sl_10_pl_1  test scaled
mae:0.7461, rmse:1.2277, mse:1.5072

Financial_Aid_State iTransformer_sl_10_pl_1  test
mae:7.311e+06, rmse:1.4749e+07, mse:2.1753e+14, rmsle 2.4445 smape 26.477

Financial_Aid_State iTransformer_sl_10_pl_1  test scaled
mae:0.79848, rmse:1.328, mse:1.7636

Financial_Aid_State iTransformer_sl_10_pl_1  test
mae:7.2801e+06, rmse:1.4876e+07, mse:2.2128e+14, rmsle 1.5012 smape 29.629

Financial_Aid_State iTransformer_sl_10_pl_1  test scaled
mae:0.79488, rmse:1.2628, mse:1.5946

Financial_Aid_State iTransformer_sl_10_pl_1  test
mae:8.663e+06, rmse:1.68e+07, mse:2.8225e+14, rmsle 2.4227 smape 28.736

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test scaled
mae:0.88415, rmse:1.3241, mse:1.7533

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test
mae:1.0113e+07, rmse:2.0179e+07, mse:4.0719e+14, rmsle 2.9029 smape 32.175

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test scaled
mae:0.83834, rmse:1.3032, mse:1.6984

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test
mae:9.5305e+06, rmse:1.9095e+07, mse:3.6462e+14, rmsle 2.7271 smape 21.594

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test scaled
mae:0.76708, rmse:1.2068, mse:1.4563

Financial_Aid_State CALF_sl_10_pl_1_id_ori  test
mae:8.4244e+06, rmse:1.9098e+07, mse:3.6475e+14, rmsle 2.9763 smape 23.339

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test scaled
mae:0.7569, rmse:1.2993, mse:1.6881

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test
mae:7.2145e+06, rmse:1.358e+07, mse:1.8442e+14, rmsle 1.5014 smape 20.796

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test scaled
mae:0.70251, rmse:1.2152, mse:1.4768

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test
mae:6.2035e+06, rmse:1.1704e+07, mse:1.3698e+14, rmsle 2.3054 smape 28.49

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test scaled
mae:0.72674, rmse:1.2554, mse:1.576

Financial_Aid_State OFA_sl_10_pl_1_id_ori  test
mae:6.4665e+06, rmse:1.1922e+07, mse:1.4212e+14, rmsle 2.2469 smape 27.994

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.80358, rmse:1.1977, mse:1.4345

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:5.4279e+06, rmse:1.3857e+07, mse:1.9201e+14, rmsle 2.2794 smape 32.132

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.76831, rmse:1.1895, mse:1.4149

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:4.8345e+06, rmse:1.268e+07, mse:1.6079e+14, rmsle 2.4787 smape 31.721

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.80531, rmse:1.1369, mse:1.2924

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:5.5438e+06, rmse:1.7414e+07, mse:3.0326e+14, rmsle 2.2443 smape 23.335

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.80358, rmse:1.1977, mse:1.4345

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:5.4279e+06, rmse:1.3857e+07, mse:1.9201e+14, rmsle 2.2794 smape 32.132

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.76831, rmse:1.1895, mse:1.4149

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:4.8345e+06, rmse:1.268e+07, mse:1.6079e+14, rmsle 2.4787 smape 31.721

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test scaled
mae:0.80531, rmse:1.1369, mse:1.2924

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori  test
mae:5.5438e+06, rmse:1.7414e+07, mse:3.0326e+14, rmsle 2.2443 smape 23.335

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test scaled
mae:1.3542, rmse:1.7069, mse:2.9136

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test
mae:1.9335e+07, rmse:3.6481e+07, mse:1.3309e+15, rmsle 2.927 smape 38.628

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test scaled
mae:1.3316, rmse:1.654, mse:2.7357

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test
mae:1.8831e+07, rmse:3.6704e+07, mse:1.3472e+15, rmsle 2.9717 smape 38.109

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test scaled
mae:1.4065, rmse:1.7844, mse:3.1842

Financial_Aid_State DLinear_sl_10_pl_1_p_10  test
mae:2.0903e+07, rmse:3.8703e+07, mse:1.4979e+15, rmsle 2.8871 smape 39.843

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test scaled
mae:0.87197, rmse:1.3769, mse:1.8958

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test
mae:8.979e+06, rmse:1.7109e+07, mse:2.9273e+14, rmsle 2.2544 smape 30.114

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test scaled
mae:1.0547, rmse:1.5706, mse:2.4669

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test
mae:1.3118e+07, rmse:2.6235e+07, mse:6.8826e+14, rmsle 1.5167 smape 26.602

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test scaled
mae:0.91847, rmse:1.5267, mse:2.3308

Financial_Aid_State PatchTST_sl_10_pl_1_p_10  test
mae:1.0069e+07, rmse:2.0212e+07, mse:4.0851e+14, rmsle 2.9263 smape 33.48

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test scaled
mae:1.1574, rmse:1.5333, mse:2.3509

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test
mae:1.5297e+07, rmse:2.7205e+07, mse:7.401e+14, rmsle 2.8167 smape 35.161

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test scaled
mae:1.0381, rmse:1.3992, mse:1.9577

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test
mae:1.4895e+07, rmse:3.1687e+07, mse:1.0041e+15, rmsle 2.9367 smape 34.167

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test scaled
mae:1.2183, rmse:1.5379, mse:2.3652

Financial_Aid_State iTransformer_sl_10_pl_1_p_10  test
mae:1.8442e+07, rmse:4.0476e+07, mse:1.6383e+15, rmsle 3.0252 smape 37.232

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test scaled
mae:0.89412, rmse:1.27, mse:1.6128

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test
mae:1.0849e+07, rmse:2.3047e+07, mse:5.3118e+14, rmsle 2.923 smape 32.239

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test scaled
mae:0.81236, rmse:1.2085, mse:1.4605

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test
mae:1.0951e+07, rmse:2.7344e+07, mse:7.4771e+14, rmsle 2.9153 smape 31.737

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test scaled
mae:0.97821, rmse:1.3583, mse:1.8449

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_10  test
mae:1.2639e+07, rmse:2.9725e+07, mse:8.8359e+14, rmsle 3.0042 smape 34.3

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test scaled
mae:1.0768, rmse:1.42, mse:2.0164

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test
mae:1.4716e+07, rmse:3.2468e+07, mse:1.0542e+15, rmsle 3.0001 smape 34.911

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test scaled
mae:1.2758, rmse:1.6017, mse:2.5653

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test
mae:1.8447e+07, rmse:3.8566e+07, mse:1.4873e+15, rmsle 3.0253 smape 37.571

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test scaled
mae:1.2559, rmse:1.5803, mse:2.4973

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_10  test
mae:1.8464e+07, rmse:4.0126e+07, mse:1.6101e+15, rmsle 3.0461 smape 37.247

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test scaled
mae:1.2313, rmse:1.5845, mse:2.5108

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test
mae:1.0767e+07, rmse:2.8146e+07, mse:7.922e+14, rmsle 2.2867 smape 30.186

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test scaled
mae:1.2137, rmse:1.5167, mse:2.3003

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test
mae:9.7263e+06, rmse:2.6695e+07, mse:7.126e+14, rmsle 2.3777 smape 38.337

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test scaled
mae:0.784, rmse:1.1649, mse:1.3569

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10  test
mae:4.7581e+06, rmse:1.3649e+07, mse:1.863e+14, rmsle 1.6391 smape 24.247

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test scaled
mae:1.0868, rmse:1.5089, mse:2.2768

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test
mae:1.406e+07, rmse:2.5944e+07, mse:6.7308e+14, rmsle 2.7208 smape 34.108

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test scaled
mae:0.89311, rmse:1.3851, mse:1.9185

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test
mae:9.5363e+06, rmse:1.75e+07, mse:3.0624e+14, rmsle 2.0957 smape 22.428

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test scaled
mae:1.1419, rmse:1.5178, mse:2.3037

Financial_Aid_State TimesNet_sl_10_pl_1_p_10  test
mae:1.598e+07, rmse:3.0157e+07, mse:9.0945e+14, rmsle 2.8811 smape 35.871

Financial_Aid_State TimesNet_sl_10_pl_1  test scaled
mae:0.80643, rmse:1.3395, mse:1.7941

Financial_Aid_State TimesNet_sl_10_pl_1  test
mae:6.1985e+06, rmse:1.2125e+07, mse:1.4703e+14, rmsle 2.8736 smape 28.961

Financial_Aid_State TimesNet_sl_10_pl_1  test scaled
mae:0.81286, rmse:1.2319, mse:1.5176

Financial_Aid_State TimesNet_sl_10_pl_1  test
mae:1.0629e+07, rmse:2.3685e+07, mse:5.61e+14, rmsle 2.395 smape 29.872

Financial_Aid_State TimesNet_sl_10_pl_1  test scaled
mae:0.79037, rmse:1.2663, mse:1.6036

Financial_Aid_State TimesNet_sl_10_pl_1  test
mae:9.5108e+06, rmse:1.7753e+07, mse:3.1518e+14, rmsle 2.7259 smape 30.365

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test scaled
mae:1.4041, rmse:1.7534, mse:3.0743

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test
mae:2.054e+07, rmse:3.8661e+07, mse:1.4947e+15, rmsle 2.9375 smape 39.621

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test scaled
mae:1.3768, rmse:1.6982, mse:2.884

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test
mae:1.9688e+07, rmse:3.8386e+07, mse:1.4735e+15, rmsle 2.979 smape 38.96

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test scaled
mae:1.435, rmse:1.8152, mse:3.2948

Financial_Aid_State DLinear_sl_10_pl_1_zeroshot  test
mae:2.1461e+07, rmse:3.9727e+07, mse:1.5782e+15, rmsle 2.8914 smape 40.32

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test scaled
mae:1.5649, rmse:1.9381, mse:3.7562

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test
mae:2.4378e+07, rmse:4.6294e+07, mse:2.1431e+15, rmsle 2.9591 smape 42.384

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test scaled
mae:1.4358, rmse:1.8795, mse:3.5326

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test
mae:2.2162e+07, rmse:4.1934e+07, mse:1.7584e+15, rmsle 2.2003 smape 32.416

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test scaled
mae:1.492, rmse:1.8604, mse:3.461

Financial_Aid_State PatchTST_sl_10_pl_1_zeroshot  test
mae:2.1976e+07, rmse:4.1153e+07, mse:1.6936e+15, rmsle 2.8639 smape 41.83

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test scaled
mae:1.2572, rmse:1.6956, mse:2.8752

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test
mae:1.8368e+07, rmse:3.5787e+07, mse:1.2807e+15, rmsle 2.2145 smape 37.889

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test scaled
mae:1.5338, rmse:1.9545, mse:3.8199

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test
mae:2.4042e+07, rmse:4.533e+07, mse:2.0548e+15, rmsle 2.7825 smape 33.555

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test scaled
mae:1.615, rmse:2.0397, mse:4.1605

Financial_Aid_State TimesNet_sl_10_pl_1_zeroshot  test
mae:2.567e+07, rmse:4.9229e+07, mse:2.4235e+15, rmsle 2.8511 smape 34.93

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test scaled
mae:1.6638, rmse:2.0026, mse:4.0102

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test
mae:2.727e+07, rmse:5.3954e+07, mse:2.911e+15, rmsle 2.9472 smape 41.152

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test scaled
mae:2.0165, rmse:2.5419, mse:6.4614

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test
mae:3.2989e+07, rmse:6.6889e+07, mse:4.4741e+15, rmsle 1.5272 smape 44.597

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test scaled
mae:1.8576, rmse:2.365, mse:5.5934

Financial_Aid_State iTransformer_sl_10_pl_1_zeroshot  test
mae:3.0388e+07, rmse:6.3919e+07, mse:4.0857e+15, rmsle 1.5426 smape 41.746

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.3872, rmse:1.7515, mse:3.0677

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test
mae:2.1013e+07, rmse:4.0365e+07, mse:1.6294e+15, rmsle 2.9431 smape 39.918

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.6601, rmse:2.0118, mse:4.0474

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test
mae:2.7877e+07, rmse:5.7725e+07, mse:3.3322e+15, rmsle 3.2561 smape 38.145

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.7177, rmse:2.0866, mse:4.3538

Financial_Aid_State CALF_sl_10_pl_1_id_ori_zeroshot  test
mae:2.6977e+07, rmse:5.0906e+07, mse:2.5914e+15, rmsle 2.9946 smape 36.406

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.4273, rmse:1.7968, mse:3.2286

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test
mae:2.1153e+07, rmse:3.9266e+07, mse:1.5418e+15, rmsle 2.918 smape 40.176

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.4281, rmse:1.8034, mse:3.2521

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test
mae:2.1361e+07, rmse:3.9597e+07, mse:1.5679e+15, rmsle 2.9071 smape 40.19

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.3821, rmse:1.7438, mse:3.0408

Financial_Aid_State OFA_sl_10_pl_1_id_ori_zeroshot  test
mae:2.0379e+07, rmse:3.8323e+07, mse:1.4686e+15, rmsle 2.9351 smape 39.382

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.2892, rmse:1.7509, mse:3.0655

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test
mae:1.2784e+07, rmse:3.2894e+07, mse:1.082e+15, rmsle 1.9622 smape 32.358

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.2593, rmse:1.6665, mse:2.7771

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test
mae:1.124e+07, rmse:2.878e+07, mse:8.2828e+14, rmsle 2.3423 smape 32.691

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test scaled
mae:1.3076, rmse:1.7667, mse:3.1213

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot  test
mae:1.244e+07, rmse:3.1474e+07, mse:9.9063e+14, rmsle 2.1624 smape 33.731

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test scaled
mae:1.2896, rmse:1.6153, mse:2.6092

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test
mae:1.9496e+07, rmse:4.2793e+07, mse:1.8312e+15, rmsle 3.0646 smape 37.741

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test scaled
mae:2.009, rmse:2.5097, mse:6.2988

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test
mae:2.9148e+07, rmse:5.3587e+07, mse:2.8716e+15, rmsle 2.0121 smape 45.478

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test scaled
mae:1.6599, rmse:2.0019, mse:4.0078

Financial_Aid_State TimeMixer_sl_10_pl_1_zeroshot  test
mae:2.4257e+07, rmse:4.7041e+07, mse:2.2128e+15, rmsle 3.0443 smape 43.652

Financial_Aid_State TimeMixer_sl_10_pl_1  test scaled
mae:0.96951, rmse:1.413, mse:1.9967

Financial_Aid_State TimeMixer_sl_10_pl_1  test
mae:1.3123e+07, rmse:3.1594e+07, mse:9.9819e+14, rmsle 3.0035 smape 34.225

Financial_Aid_State TimeMixer_sl_10_pl_1  test scaled
mae:0.97986, rmse:1.5054, mse:2.2661

Financial_Aid_State TimeMixer_sl_10_pl_1  test
mae:1.1443e+07, rmse:2.2668e+07, mse:5.1384e+14, rmsle 1.5009 smape 23.067

Financial_Aid_State TimeMixer_sl_10_pl_1  test scaled
mae:1.0563, rmse:1.4213, mse:2.0202

Financial_Aid_State TimeMixer_sl_10_pl_1  test
mae:1.4473e+07, rmse:3.1952e+07, mse:1.0209e+15, rmsle 3.0357 smape 34.459

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test scaled
mae:1.142, rmse:1.4762, mse:2.1791

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test
mae:1.6152e+07, rmse:3.3952e+07, mse:1.1528e+15, rmsle 3.0058 smape 35.412

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test scaled
mae:1.3237, rmse:1.7957, mse:3.2247

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test
mae:1.7762e+07, rmse:3.2091e+07, mse:1.0298e+15, rmsle 1.5281 smape 30.804

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test scaled
mae:1.6293, rmse:1.9297, mse:3.7239

Financial_Aid_State TimeMixer_sl_10_pl_1_p_10  test
mae:2.4343e+07, rmse:5.0594e+07, mse:2.5597e+15, rmsle 3.1143 smape 42.843

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test scaled
mae:1.3771, rmse:1.7256, mse:2.9777

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test
mae:1.9935e+07, rmse:3.779e+07, mse:1.4281e+15, rmsle 2.931 smape 39.175

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test scaled
mae:1.2967, rmse:1.6261, mse:2.6443

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test
mae:1.8121e+07, rmse:3.5099e+07, mse:1.2319e+15, rmsle 2.9585 smape 37.465

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test scaled
mae:1.3909, rmse:1.7721, mse:3.1405

Financial_Aid_State DLinear_sl_10_pl_1_p_25  test
mae:2.0559e+07, rmse:3.801e+07, mse:1.4447e+15, rmsle 2.8839 smape 39.475

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test scaled
mae:0.87583, rmse:1.342, mse:1.8009

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test
mae:1.0056e+07, rmse:1.7614e+07, mse:3.1025e+14, rmsle 2.2302 smape 31.624

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test scaled
mae:1.1413, rmse:1.6591, mse:2.7527

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test
mae:1.3037e+07, rmse:2.6005e+07, mse:6.7628e+14, rmsle 2.4715 smape 29.702

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test scaled
mae:0.82768, rmse:1.4057, mse:1.9759

Financial_Aid_State PatchTST_sl_10_pl_1_p_25  test
mae:8.3071e+06, rmse:1.691e+07, mse:2.8594e+14, rmsle 1.8888 smape 31.239

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test scaled
mae:1.2697, rmse:1.5985, mse:2.5552

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test
mae:2.3987e+07, rmse:6.4313e+07, mse:4.1361e+15, rmsle 3.135 smape 39.673

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test scaled
mae:0.87331, rmse:1.2301, mse:1.5132

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test
mae:1.5769e+07, rmse:4.2332e+07, mse:1.792e+15, rmsle 2.5208 smape 32.767

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test scaled
mae:0.90917, rmse:1.3887, mse:1.9284

Financial_Aid_State TimesNet_sl_10_pl_1_p_25  test
mae:1.1949e+07, rmse:2.6917e+07, mse:7.2453e+14, rmsle 1.5124 smape 24.732

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test scaled
mae:0.94723, rmse:1.3684, mse:1.8726

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test
mae:1.2885e+07, rmse:2.4279e+07, mse:5.8946e+14, rmsle 2.319 smape 32.769

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test scaled
mae:0.93028, rmse:1.3857, mse:1.9203

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test
mae:1.1819e+07, rmse:2.3759e+07, mse:5.6449e+14, rmsle 1.4787 smape 33.598

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test scaled
mae:1.1398, rmse:1.4636, mse:2.1422

Financial_Aid_State iTransformer_sl_10_pl_1_p_25  test
mae:1.8267e+07, rmse:4.451e+07, mse:1.9811e+15, rmsle 3.0631 smape 36.401

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test scaled
mae:1.3968, rmse:1.7172, mse:2.9487

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test
mae:2.1351e+07, rmse:4.2829e+07, mse:1.8344e+15, rmsle 3.0192 smape 40.079

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test scaled
mae:1.0345, rmse:1.4749, mse:2.1753

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test
mae:1.651e+07, rmse:4.0513e+07, mse:1.6413e+15, rmsle 1.5426 smape 34.934

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test scaled
mae:1.3457, rmse:1.6785, mse:2.8175

Financial_Aid_State TimeMixer_sl_10_pl_1_p_25  test
mae:2.068e+07, rmse:4.4264e+07, mse:1.9593e+15, rmsle 3.0676 smape 38.512

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.0078, rmse:1.2958, mse:1.679

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test
mae:1.7215e+07, rmse:5.2065e+07, mse:2.7108e+15, rmsle 2.168 smape 35.627

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.7625, rmse:2.1018, mse:4.4175

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test
mae:3.5458e+07, rmse:9.7704e+07, mse:9.5461e+15, rmsle 3.459 smape 51.018

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.5419, rmse:1.9161, mse:3.6716

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_25  test
mae:2.5774e+07, rmse:5.2629e+07, mse:2.7698e+15, rmsle 2.9739 smape 34.474

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.0252, rmse:1.4091, mse:1.9855

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test
mae:9.1099e+06, rmse:2.5838e+07, mse:6.6759e+14, rmsle 1.6876 smape 35.774

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test scaled
mae:0.79694, rmse:1.1815, mse:1.396

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test
mae:5.5315e+06, rmse:1.4589e+07, mse:2.1283e+14, rmsle 1.9867 smape 31.529

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test scaled
mae:0.80581, rmse:1.1417, mse:1.3034

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_25  test
mae:5.464e+06, rmse:1.6758e+07, mse:2.8084e+14, rmsle 2.169 smape 32.786

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test scaled
mae:1.293, rmse:1.6605, mse:2.7572

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test
mae:1.8228e+07, rmse:3.4183e+07, mse:1.1685e+15, rmsle 2.8937 smape 37.542

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test scaled
mae:1.2656, rmse:1.6003, mse:2.561

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test
mae:1.7601e+07, rmse:3.3909e+07, mse:1.1498e+15, rmsle 2.9485 smape 36.988

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test scaled
mae:1.3237, rmse:1.7102, mse:2.9248

Financial_Aid_State DLinear_sl_10_pl_1_p_50  test
mae:1.9045e+07, rmse:3.509e+07, mse:1.2313e+15, rmsle 2.8644 smape 38.177

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test scaled
mae:0.77448, rmse:1.2576, mse:1.5815

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test
mae:7.8615e+06, rmse:1.5643e+07, mse:2.4471e+14, rmsle 2.2788 smape 29.951

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test scaled
mae:0.91276, rmse:1.4519, mse:2.1079

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test
mae:9.4124e+06, rmse:1.6643e+07, mse:2.77e+14, rmsle 1.8152 smape 22.591

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test scaled
mae:0.7873, rmse:1.357, mse:1.8413

Financial_Aid_State PatchTST_sl_10_pl_1_p_50  test
mae:7.356e+06, rmse:1.283e+07, mse:1.6461e+14, rmsle 1.7049 smape 27.275

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test scaled
mae:0.83191, rmse:1.2547, mse:1.5742

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test
mae:1.0657e+07, rmse:2.5246e+07, mse:6.3735e+14, rmsle 2.0442 smape 34.35

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test scaled
mae:0.8094, rmse:1.2739, mse:1.6228

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test
mae:1.0765e+07, rmse:2.2977e+07, mse:5.2795e+14, rmsle 2.5305 smape 31.754

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test scaled
mae:0.9374, rmse:1.4249, mse:2.0304

Financial_Aid_State TimesNet_sl_10_pl_1_p_50  test
mae:1.0792e+07, rmse:2.0245e+07, mse:4.0988e+14, rmsle 1.5142 smape 24.903

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test scaled
mae:0.85173, rmse:1.3653, mse:1.864

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test
mae:1.0929e+07, rmse:2.8143e+07, mse:7.9205e+14, rmsle 1.5131 smape 23.614

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test scaled
mae:0.88281, rmse:1.4211, mse:2.0196

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test
mae:9.1883e+06, rmse:1.912e+07, mse:3.6558e+14, rmsle 1.6966 smape 21.606

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test scaled
mae:0.80223, rmse:1.2789, mse:1.6357

Financial_Aid_State iTransformer_sl_10_pl_1_p_50  test
mae:8.4721e+06, rmse:1.8292e+07, mse:3.3459e+14, rmsle 2.5152 smape 29.951

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test scaled
mae:0.97614, rmse:1.4453, mse:2.0889

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test
mae:1.1928e+07, rmse:2.2197e+07, mse:4.9272e+14, rmsle 2.6242 smape 24.574

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test scaled
mae:1.0388, rmse:1.513, mse:2.289

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test
mae:1.3528e+07, rmse:2.6866e+07, mse:7.2178e+14, rmsle 1.4439 smape 27.321

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test scaled
mae:1.1689, rmse:1.5345, mse:2.3547

Financial_Aid_State TimeMixer_sl_10_pl_1_p_50  test
mae:1.5212e+07, rmse:2.8021e+07, mse:7.8517e+14, rmsle 2.8996 smape 34.963

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.92489, rmse:1.3751, mse:1.8908

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test
mae:1.1864e+07, rmse:2.7323e+07, mse:7.4656e+14, rmsle 1.4915 smape 32.672

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.83025, rmse:1.3071, mse:1.7086

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test
mae:9.4842e+06, rmse:1.7914e+07, mse:3.209e+14, rmsle 2.6625 smape 22.556

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test scaled
mae:1.1548, rmse:1.5286, mse:2.3366

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_50  test
mae:1.5772e+07, rmse:4.1171e+07, mse:1.695e+15, rmsle 3.1469 smape 36.728

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.82276, rmse:1.2004, mse:1.441

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test
mae:6.0954e+06, rmse:1.917e+07, mse:3.675e+14, rmsle 1.5749 smape 32.595

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.8074, rmse:1.2136, mse:1.4729

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test
mae:5.7734e+06, rmse:1.6042e+07, mse:2.5733e+14, rmsle 1.7604 smape 23.672

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test scaled
mae:1.0294, rmse:1.4368, mse:2.0643

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_50  test
mae:6.5685e+06, rmse:1.8084e+07, mse:3.2702e+14, rmsle 2.2842 smape 36.282

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test scaled
mae:1.2382, rmse:1.6002, mse:2.5608

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test
mae:1.7094e+07, rmse:3.2177e+07, mse:1.0353e+15, rmsle 2.8939 smape 36.473

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test scaled
mae:1.241, rmse:1.5747, mse:2.4797

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test
mae:1.7137e+07, rmse:3.3245e+07, mse:1.1053e+15, rmsle 2.95 smape 36.54

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test scaled
mae:1.2943, rmse:1.6851, mse:2.8396

Financial_Aid_State DLinear_sl_10_pl_1_p_75  test
mae:1.8419e+07, rmse:3.3973e+07, mse:1.1542e+15, rmsle 2.8524 smape 37.639

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test scaled
mae:0.79579, rmse:1.3344, mse:1.7807

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test
mae:7.9713e+06, rmse:1.5735e+07, mse:2.476e+14, rmsle 1.8164 smape 30.513

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test scaled
mae:1.1005, rmse:1.6306, mse:2.659

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test
mae:1.2164e+07, rmse:2.4459e+07, mse:5.9825e+14, rmsle 2.4733 smape 28.908

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test scaled
mae:0.82444, rmse:1.3981, mse:1.9546

Financial_Aid_State PatchTST_sl_10_pl_1_p_75  test
mae:8.6353e+06, rmse:1.7239e+07, mse:2.9718e+14, rmsle 1.8828 smape 31.711

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test scaled
mae:0.7478, rmse:1.2172, mse:1.4816

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test
mae:8.3665e+06, rmse:1.9272e+07, mse:3.7139e+14, rmsle 2.1729 smape 30.055

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test scaled
mae:0.8316, rmse:1.2733, mse:1.6214

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test
mae:1.0352e+07, rmse:2.2624e+07, mse:5.1184e+14, rmsle 2.8125 smape 31.413

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test scaled
mae:0.99434, rmse:1.493, mse:2.2291

Financial_Aid_State TimesNet_sl_10_pl_1_p_75  test
mae:1.1402e+07, rmse:2.131e+07, mse:4.541e+14, rmsle 1.5128 smape 25.683

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test scaled
mae:0.92793, rmse:1.3976, mse:1.9533

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test
mae:1.226e+07, rmse:3.0633e+07, mse:9.3836e+14, rmsle 2.4718 smape 27.445

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test scaled
mae:0.79774, rmse:1.2984, mse:1.6857

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test
mae:7.8809e+06, rmse:1.6343e+07, mse:2.6709e+14, rmsle 1.5037 smape 30.207

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test scaled
mae:0.93227, rmse:1.3501, mse:1.8227

Financial_Aid_State iTransformer_sl_10_pl_1_p_75  test
mae:1.2811e+07, rmse:3.0904e+07, mse:9.5505e+14, rmsle 2.8491 smape 32.392

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test scaled
mae:0.86386, rmse:1.3257, mse:1.7575

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test
mae:1.0061e+07, rmse:1.8675e+07, mse:3.4875e+14, rmsle 2.6417 smape 31.921

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test scaled
mae:0.97754, rmse:1.4628, mse:2.1398

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test
mae:1.1519e+07, rmse:2.1564e+07, mse:4.6498e+14, rmsle 1.9331 smape 26.204

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test scaled
mae:1.0552, rmse:1.4298, mse:2.0443

Financial_Aid_State TimeMixer_sl_10_pl_1_p_75  test
mae:1.3413e+07, rmse:2.5139e+07, mse:6.3199e+14, rmsle 2.8947 smape 33.266

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.9454, rmse:1.4308, mse:2.0471

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test
mae:1.1668e+07, rmse:2.3762e+07, mse:5.6463e+14, rmsle 1.5211 smape 32.812

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.78062, rmse:1.2341, mse:1.523

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test
mae:9.557e+06, rmse:2.0545e+07, mse:4.2211e+14, rmsle 1.5185 smape 30.912

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.83492, rmse:1.2108, mse:1.4661

Financial_Aid_State CALF_sl_10_pl_1_id_ori_p_75  test
mae:1.1704e+07, rmse:2.6553e+07, mse:7.0504e+14, rmsle 2.8587 smape 31.763

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.8624, rmse:1.2873, mse:1.6572

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test
mae:5.8755e+06, rmse:1.4902e+07, mse:2.2208e+14, rmsle 1.0263 smape 22.046

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.84724, rmse:1.2256, mse:1.502

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test
mae:5.8417e+06, rmse:1.5775e+07, mse:2.4884e+14, rmsle 2.1133 smape 31.962

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.78762, rmse:1.2143, mse:1.4746

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_75  test
mae:5.7678e+06, rmse:1.5202e+07, mse:2.3109e+14, rmsle 1.3049 smape 22.634

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.0869, rmse:1.4191, mse:2.0139

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test
mae:1.5592e+07, rmse:3.5628e+07, mse:1.2694e+15, rmsle 3.0151 smape 35.266

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test scaled
mae:0.81044, rmse:1.3344, mse:1.7805

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test
mae:9.2112e+06, rmse:1.8348e+07, mse:3.3665e+14, rmsle 2.2504 smape 22.746

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test scaled
mae:1.2448, rmse:1.5707, mse:2.4672

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_25  test
mae:1.8411e+07, rmse:3.9936e+07, mse:1.5949e+15, rmsle 3.046 smape 37.05

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.77379, rmse:1.3066, mse:1.7071

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test
mae:7.5207e+06, rmse:1.478e+07, mse:2.1843e+14, rmsle 1.9454 smape 22.734

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.70141, rmse:1.2218, mse:1.4929

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test
mae:6.4217e+06, rmse:1.2225e+07, mse:1.4945e+14, rmsle 2.4209 smape 30.952

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test scaled
mae:0.89864, rmse:1.2856, mse:1.6528

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_50  test
mae:1.155e+07, rmse:2.2844e+07, mse:5.2183e+14, rmsle 2.8847 smape 31.922

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.75083, rmse:1.2793, mse:1.6367

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test
mae:7.2523e+06, rmse:1.3603e+07, mse:1.8503e+14, rmsle 1.9053 smape 22.776

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.72191, rmse:1.2311, mse:1.5157

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test
mae:6.5001e+06, rmse:1.2585e+07, mse:1.5838e+14, rmsle 2.663 smape 31.033

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test scaled
mae:0.81713, rmse:1.2995, mse:1.6887

Financial_Aid_State OFA_sl_10_pl_1_id_ori_p_75  test
mae:8.0682e+06, rmse:1.4975e+07, mse:2.2425e+14, rmsle 2.1886 smape 29.616

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test scaled
mae:0.81346, rmse:1.1648, mse:1.3567

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test
mae:0.28835, rmse:0.91637, mse:0.83974, rmsle 0.0077358 smape 0.76278

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test scaled
mae:0.81398, rmse:1.1654, mse:1.3581

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test
mae:0.28822, rmse:0.91696, mse:0.84081, rmsle 0.0077482 smape 0.76467

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test scaled
mae:0.81475, rmse:1.1664, mse:1.3605

Exchange_Rate_Report DLinear_sl_96_pl_24_p_25  test
mae:0.28813, rmse:0.91739, mse:0.84161, rmsle 0.0077562 smape 0.76595

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test scaled
mae:0.79008, rmse:1.1275, mse:1.2713

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test
mae:0.30109, rmse:0.9113, mse:0.83046, rmsle 0.0076458 smape 0.74445

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test scaled
mae:0.79946, rmse:1.1441, mse:1.3089

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test
mae:0.27924, rmse:0.88032, mse:0.77496, rmsle 0.0075809 smape 0.75338

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test scaled
mae:0.78785, rmse:1.1339, mse:1.2857

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_25  test
mae:0.2947, rmse:0.90849, mse:0.82536, rmsle 0.0076373 smape 0.73671

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test scaled
mae:1.1534, rmse:1.5959, mse:2.547

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test
mae:0.475, rmse:1.5319, mse:2.3466, rmsle 0.01222 smape 1.1427

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test scaled
mae:1.215, rmse:1.6737, mse:2.8012

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test
mae:0.41965, rmse:1.3292, mse:1.7666, rmsle 0.011659 smape 1.1756

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test scaled
mae:1.145, rmse:1.5388, mse:2.3679

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_25  test
mae:0.4368, rmse:1.3148, mse:1.7288, rmsle 0.011263 smape 1.157

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test scaled
mae:0.87279, rmse:1.2224, mse:1.4941

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test
mae:0.29238, rmse:0.90393, mse:0.81709, rmsle 0.0081662 smape 0.83854

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test scaled
mae:0.845, rmse:1.1951, mse:1.4282

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test
mae:0.31449, rmse:0.96056, mse:0.92267, rmsle 0.0081286 smape 0.79441

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test scaled
mae:0.84225, rmse:1.1886, mse:1.4127

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_25  test
mae:0.30602, rmse:0.92522, mse:0.85604, rmsle 0.0078887 smape 0.78279

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test scaled
mae:0.8856, rmse:1.229, mse:1.5106

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test
mae:0.31934, rmse:1.0019, mse:1.0038, rmsle 0.0084842 smape 0.84028

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test scaled
mae:0.90916, rmse:1.245, mse:1.5501

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test
mae:0.32201, rmse:0.99474, mse:0.9895, rmsle 0.0085695 smape 0.86209

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test scaled
mae:0.87903, rmse:1.2205, mse:1.4895

Exchange_Rate_Report MICN_sl_96_pl_24_p_25  test
mae:0.29952, rmse:0.95832, mse:0.91838, rmsle 0.0083059 smape 0.83191

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test scaled
mae:0.84347, rmse:1.1824, mse:1.3981

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test
mae:0.33668, rmse:1.0239, mse:1.0484, rmsle 0.008357 smape 0.79888

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test scaled
mae:0.84056, rmse:1.185, mse:1.4043

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test
mae:0.32153, rmse:0.99975, mse:0.9995, rmsle 0.0082563 smape 0.79553

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test scaled
mae:0.82169, rmse:1.1634, mse:1.3536

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_25  test
mae:0.30377, rmse:0.94789, mse:0.8985, rmsle 0.0079357 smape 0.77501

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.79427, rmse:1.1388, mse:1.2969

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test
mae:0.28201, rmse:0.87131, mse:0.75917, rmsle 0.007431 smape 0.73109

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.80625, rmse:1.141, mse:1.3019

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test
mae:0.2786, rmse:0.87695, mse:0.76903, rmsle 0.0076714 smape 0.76592

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.81502, rmse:1.1611, mse:1.3481

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_25  test
mae:0.28002, rmse:0.89157, mse:0.7949, rmsle 0.0077628 smape 0.77339

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.75645, rmse:1.1133, mse:1.2395

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test
mae:0.25889, rmse:0.83677, mse:0.70019, rmsle 0.0072796 smape 0.71489

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.77227, rmse:1.1236, mse:1.2624

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test
mae:0.2723, rmse:0.85857, mse:0.73715, rmsle 0.007396 smape 0.72711

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.76205, rmse:1.1213, mse:1.2572

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_25  test
mae:0.26211, rmse:0.83574, mse:0.69847, rmsle 0.0073065 smape 0.72216

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.82863, rmse:1.1816, mse:1.3962

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test
mae:0.28217, rmse:0.88335, mse:0.7803, rmsle 0.0077304 smape 0.7836

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.82026, rmse:1.1781, mse:1.388

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test
mae:0.29101, rmse:0.91651, mse:0.83998, rmsle 0.0078292 smape 0.77644

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test scaled
mae:0.84496, rmse:1.1857, mse:1.4058

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_25  test
mae:0.27912, rmse:0.89061, mse:0.79319, rmsle 0.0079719 smape 0.81551

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test scaled
mae:0.76444, rmse:1.1014, mse:1.2131

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test
mae:0.28628, rmse:0.90038, mse:0.81069, rmsle 0.0074556 smape 0.71698

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test scaled
mae:0.75782, rmse:1.0921, mse:1.1928

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test
mae:0.28675, rmse:0.89722, mse:0.805, rmsle 0.0074034 smape 0.71007

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test scaled
mae:0.75807, rmse:1.092, mse:1.1925

Exchange_Rate_Report DLinear_sl_96_pl_24_p_50  test
mae:0.28763, rmse:0.8985, mse:0.80731, rmsle 0.0074067 smape 0.70981

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test scaled
mae:0.77079, rmse:1.0931, mse:1.1949

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test
mae:0.30855, rmse:0.92682, mse:0.859, rmsle 0.0076045 smape 0.72628

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test scaled
mae:0.7826, rmse:1.1049, mse:1.2209

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test
mae:0.31809, rmse:0.95357, mse:0.9093, rmsle 0.0078153 smape 0.74499

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test scaled
mae:0.75531, rmse:1.0848, mse:1.1769

Exchange_Rate_Report PatchTST_sl_96_pl_24_p_50  test
mae:0.28077, rmse:0.87664, mse:0.76849, rmsle 0.0073367 smape 0.71098

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test scaled
mae:1.068, rmse:1.3935, mse:1.9418

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test
mae:0.51436, rmse:1.4935, mse:2.2305, rmsle 0.011695 smape 1.074

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test scaled
mae:1.109, rmse:1.4522, mse:2.1089

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test
mae:0.51453, rmse:1.4647, mse:2.1452, rmsle 0.011754 smape 1.1039

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test scaled
mae:1.0774, rmse:1.4064, mse:1.978

Exchange_Rate_Report TimesNet_sl_96_pl_24_p_50  test
mae:0.53942, rmse:1.5338, mse:2.3525, rmsle 0.01202 smape 1.0743

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test scaled
mae:0.80669, rmse:1.1551, mse:1.3342

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test
mae:0.29902, rmse:0.90827, mse:0.82496, rmsle 0.0077879 smape 0.76143

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test scaled
mae:0.79514, rmse:1.1334, mse:1.2845

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test
mae:0.27868, rmse:0.87162, mse:0.75972, rmsle 0.0075465 smape 0.74647

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test scaled
mae:0.84723, rmse:1.1837, mse:1.4011

Exchange_Rate_Report iTransformer_sl_96_pl_24_p_50  test
mae:0.30537, rmse:0.93056, mse:0.86594, rmsle 0.0081657 smape 0.82184

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test scaled
mae:0.81498, rmse:1.1467, mse:1.3148

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test
mae:0.27846, rmse:0.87293, mse:0.76202, rmsle 0.007528 smape 0.75291

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test scaled
mae:0.85911, rmse:1.1786, mse:1.389

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test
mae:0.31154, rmse:0.95435, mse:0.91078, rmsle 0.0081654 smape 0.82116

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test scaled
mae:0.82063, rmse:1.1535, mse:1.3306

Exchange_Rate_Report MICN_sl_96_pl_24_p_50  test
mae:0.28737, rmse:0.89875, mse:0.80776, rmsle 0.0077957 smape 0.77816

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test scaled
mae:0.74428, rmse:1.0777, mse:1.1614

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test
mae:0.26373, rmse:0.83533, mse:0.69777, rmsle 0.0070942 smape 0.69111

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test scaled
mae:0.75903, rmse:1.0933, mse:1.1954

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test
mae:0.27003, rmse:0.8692, mse:0.75551, rmsle 0.007371 smape 0.71356

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test scaled
mae:0.75022, rmse:1.0905, mse:1.1891

Exchange_Rate_Report TimeMixer_sl_96_pl_24_p_50  test
mae:0.26397, rmse:0.8457, mse:0.71521, rmsle 0.0071651 smape 0.69631

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.75594, rmse:1.0939, mse:1.1967

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test
mae:0.28142, rmse:0.86388, mse:0.74629, rmsle 0.0072979 smape 0.70767

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.78132, rmse:1.1188, mse:1.2518

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test
mae:0.2735, rmse:0.85959, mse:0.73889, rmsle 0.0073929 smape 0.72889

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.76412, rmse:1.104, mse:1.2187

Exchange_Rate_Report CALF_sl_96_pl_24_id_ori_p_50  test
mae:0.28554, rmse:0.88714, mse:0.78703, rmsle 0.0074803 smape 0.71774

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.75058, rmse:1.0866, mse:1.1807

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test
mae:0.27166, rmse:0.85582, mse:0.73243, rmsle 0.0072521 smape 0.71061

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.76385, rmse:1.1037, mse:1.2182

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test
mae:0.26474, rmse:0.84023, mse:0.70599, rmsle 0.0072403 smape 0.72049

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.76451, rmse:1.1026, mse:1.2158

Exchange_Rate_Report OFA_sl_96_pl_24_id_ori_p_50  test
mae:0.28519, rmse:0.89422, mse:0.79963, rmsle 0.0074899 smape 0.72216

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.80206, rmse:1.1275, mse:1.2714

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_50  test
mae:0.28955, rmse:0.9074, mse:0.82338, rmsle 0.0076845 smape 0.75609

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_50  test scaled
mae:0.77897, rmse:1.1122, mse:1.2369

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_50  test
mae:0.27136, rmse:0.8348, mse:0.69689, rmsle 0.007223 smape 0.7325

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.6099, rmse:1.9799, mse:3.92

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:4.8345e+06, rmse:1.5975e+07, mse:2.5519e+14, rmsle 0.22498 smape 13.153

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.5963, rmse:1.9787, mse:3.9154

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:4.529e+06, rmse:1.5141e+07, mse:2.2924e+14, rmsle 0.23099 smape 13.33

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.6913, rmse:2.0993, mse:4.4072

Apple TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:5.5238e+06, rmse:1.7257e+07, mse:2.9781e+14, rmsle 0.52667 smape 14.971

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.92578, rmse:1.2867, mse:1.6557

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:5.2461e+06, rmse:1.6913e+07, mse:2.8603e+14, rmsle 0.68935 smape 11.332

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.2416, rmse:1.6237, mse:2.6365

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test
mae:1.1282e+07, rmse:2.9425e+07, mse:8.6582e+14, rmsle 2.1913 smape 35.081

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.2428, rmse:1.5841, mse:2.5093

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test
mae:1.039e+07, rmse:2.7117e+07, mse:7.353e+14, rmsle 2.2941 smape 30.234

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.2722, rmse:1.7466, mse:3.0507

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_zeroshot_llm_LLAMA  test
mae:1.266e+07, rmse:3.4758e+07, mse:1.2081e+15, rmsle 1.4225 smape 40.732

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.98494, rmse:1.3034, mse:1.6987

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:5.6751e+06, rmse:1.7887e+07, mse:3.1993e+14, rmsle 1.1775 smape 12.403

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test scaled
mae:1.8416, rmse:2.1933, mse:4.8104

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test
mae:1.3085e+07, rmse:5.1061e+07, mse:2.6072e+15, rmsle 2.6062 smape 45.941

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test scaled
mae:1.2387, rmse:1.5762, mse:2.4843

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test
mae:1.0594e+07, rmse:2.782e+07, mse:7.7393e+14, rmsle 2.3127 smape 38.917

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test scaled
mae:1.2352, rmse:1.5869, mse:2.5183

Financial_Aid_State TimeLLM_sl_10_pl_1_id_ori_p_10_llm_LLAMA  test
mae:1.0823e+07, rmse:2.8288e+07, mse:8.002e+14, rmsle 2.2891 smape 30.255

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.3658, rmse:1.6829, mse:2.8323

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:21582, rmse:62020, mse:3.8465e+09, rmsle 0.37695 smape 15.063

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.3319, rmse:1.6418, mse:2.6956

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:20996, rmse:59269, mse:3.5128e+09, rmsle 0.37251 smape 15.194

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.4594, rmse:1.7988, mse:3.2358

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:25111, rmse:69277, mse:4.7993e+09, rmsle 0.4077 smape 17.112

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.3658, rmse:1.6829, mse:2.8323

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:21582, rmse:62020, mse:3.8465e+09, rmsle 0.37695 smape 15.063

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.3319, rmse:1.6418, mse:2.6956

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:20996, rmse:59269, mse:3.5128e+09, rmsle 0.37251 smape 15.194

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.4594, rmse:1.7988, mse:3.2358

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:25111, rmse:69277, mse:4.7993e+09, rmsle 0.4077 smape 17.112

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.4865, rmse:1.8332, mse:3.3606

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:0.66703, rmse:1.8208, mse:3.3154, rmsle 0.015112 smape 1.5309

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.4884, rmse:1.8214, mse:3.3174

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:0.70339, rmse:1.9197, mse:3.6853, rmsle 0.01548 smape 1.5271

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.5693, rmse:1.9512, mse:3.8073

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:0.70366, rmse:2.0079, mse:4.0316, rmsle 0.016512 smape 1.62

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.7285, rmse:2.3064, mse:5.3194

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:12634, rmse:35927, mse:1.2908e+09, rmsle 0.18491 smape 9.6407

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.8029, rmse:2.4028, mse:5.7734

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:12341, rmse:35132, mse:1.2342e+09, rmsle 0.19214 smape 10.012

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.8793, rmse:2.4829, mse:6.165

Gold TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:14315, rmse:40104, mse:1.6083e+09, rmsle 0.2305 smape 11.131

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.5654, rmse:2.0003, mse:4.0011

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:1.7372e+06, rmse:5.3564e+06, mse:2.8691e+13, rmsle 0.20892 smape 11.657

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.6565, rmse:2.1215, mse:4.5009

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:1.6785e+06, rmse:5.0921e+06, mse:2.5929e+13, rmsle 0.21928 smape 12.401

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.6726, rmse:2.1538, mse:4.6388

MSFT TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:2.0487e+06, rmse:5.9947e+06, mse:3.5936e+13, rmsle 0.26498 smape 13.574

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.638, rmse:2.1609, mse:4.6695

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:11130, rmse:31841, mse:1.0139e+09, rmsle 0.4591 smape 26.207

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.92599, rmse:1.2869, mse:1.656

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:5.2467e+06, rmse:1.6913e+07, mse:2.8605e+14, rmsle 0.68936 smape 11.333

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.6033, rmse:2.1564, mse:4.6499

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:10687, rmse:30048, mse:9.0291e+08, rmsle 0.45283 smape 26.018

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.98493, rmse:1.3033, mse:1.6987

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:5.6751e+06, rmse:1.7887e+07, mse:3.1993e+14, rmsle 1.1775 smape 12.403

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.7389, rmse:2.2902, mse:5.2449

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:12837, rmse:35554, mse:1.2641e+09, rmsle 0.54115 smape 29.175

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.4975, rmse:1.8285, mse:3.3435

Apple TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:3.7574e+06, rmse:1.32e+07, mse:1.7423e+14, rmsle 0.18213 smape 11.468

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.742, rmse:1.9874, mse:3.9498

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:222.63, rmse:257.28, mse:66191, rmsle 0.053206 smape 4.5878

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.8505, rmse:2.1103, mse:4.4534

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:239.77, rmse:279.7, mse:78233, rmsle 0.057953 smape 4.948

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test scaled
mae:1.8462, rmse:2.1882, mse:4.7881

SPX500 TimeLLM_sl_96_pl_24_id_ori_zeroshot_llm_LLAMA  test
mae:237.71, rmse:288.08, mse:82990, rmsle 0.059933 smape 4.9143

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.81897, rmse:1.0373, mse:1.0761

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:17982, rmse:50304, mse:2.5305e+09, rmsle 0.33927 smape 11.581

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.2774, rmse:1.8977, mse:3.6013

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:11627, rmse:32809, mse:1.0764e+09, rmsle 0.16227 smape 7.6307

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.0805, rmse:1.5675, mse:2.4571

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:11038, rmse:30824, mse:9.5011e+08, rmsle 0.49559 smape 19.689

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.89953, rmse:1.1456, mse:1.3124

Crude_Oil TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:17119, rmse:48764, mse:2.378e+09, rmsle 0.33109 smape 11.743

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.3784, rmse:1.9339, mse:3.7398

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:12793, rmse:35382, mse:1.2519e+09, rmsle 0.17827 smape 8.5095

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.97104, rmse:1.4553, mse:2.1179

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:9998.9, rmse:28630, mse:8.1969e+08, rmsle 0.41952 smape 17.136

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.2686, rmse:1.8879, mse:3.5641

Gold TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:12309, rmse:34546, mse:1.1934e+09, rmsle 0.1717 smape 7.8943

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.1216, rmse:1.6218, mse:2.6303

Natural_Gas TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:10152, rmse:28511, mse:8.1287e+08, rmsle 0.42687 smape 19.244

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.4988, rmse:1.9328, mse:3.7356

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:1.3257e+06, rmse:4.2338e+06, mse:1.7925e+13, rmsle 0.16866 smape 10.214

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.85652, rmse:1.2064, mse:1.4553

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:0.32479, rmse:0.97825, mse:0.95696, rmsle 0.00843 smape 0.83339

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.0872, rmse:1.4782, mse:2.1851

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:1.652e+06, rmse:5.0157e+06, mse:2.5157e+13, rmsle 0.1941 smape 9.4949

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.7668, rmse:2.2591, mse:5.1034

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:1.2739e+06, rmse:4.5745e+06, mse:2.0926e+13, rmsle 0.18857 smape 11.335

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.898, rmse:2.0906, mse:4.3706

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:247.99, rmse:279.85, mse:78318, rmsle 0.05771 smape 5.1083

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.5156, rmse:1.9615, mse:3.8473

MSFT TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:1.2655e+06, rmse:4.1567e+06, mse:1.7278e+13, rmsle 0.16489 smape 10.089

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.9037, rmse:2.0982, mse:4.4025

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:248.87, rmse:280.99, mse:78956, rmsle 0.057945 smape 5.1263

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:1.7637, rmse:1.9532, mse:3.8148

SPX500 TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:227.53, rmse:256.29, mse:65684, rmsle 0.052793 smape 4.6827

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.85652, rmse:1.2064, mse:1.4553

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:0.32479, rmse:0.97824, mse:0.95696, rmsle 0.00843 smape 0.83339

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test scaled
mae:0.85758, rmse:1.1747, mse:1.3798

Exchange_Rate_Report TimeLLM_sl_96_pl_24_id_ori_p_10_llm_LLAMA  test
mae:0.35598, rmse:1.0124, mse:1.0251, rmsle 0.0084326 smape 0.84645