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bnflair v1.0.0

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@sagorbrur sagorbrur released this 03 Jun 02:49

This release contains one flair character-based LM and one NER model

Bengali Wiki Flair embeddings

Here we have trained Flair character-based language model for the Bengali Wiki dataset.

  • Forward LM

    • Total wikipedia artcles: 110449
    • Train epoch: 5 Epochs
    • Validation loss: 1.5366
    • Validation perplexity: 4.6490
  • Backward LM

    • Total wikipedia artcles: 110449
    • Train epoch: 5 Epochs
    • Validation loss: 1.4717
    • Validation perplexity: 4.3566

Bengali NER Model

Wikiann Model

We have trained the Bengali NER model for wikiann Bengali NER dataset.

  • Total wikiann train data: 1000
  • Total wikiann validation data: 100
  • TOTAL wikiann test data: 100
  • Train epoch: 70 Epochs
  • Score in Test data
    • F-score (micro) 0.7751
    • F-score (macro) 0.775
    • Accuracy 0.7364
  • For details log check here