주제 추천 및 메모

[roomylee]

재미있을 것 같거나 다음에 해보고 싶은, 해줬으면 좋겠는 주제를 적어주세요!

[roomylee]

Model

• Residual Network & Highway Network
• Neural Turing Machine
• Character Embedding in NLP

Technique

• Batch & Layer Normalization

Application: NLP

• Named Entity Recognition
• Word/Sentence Embedding
• Neural Machine Translation
• Question Answering
• Sentiment Classification

[roomylee]

• Program Synthesis (https://alexpolozov.com/blog/program-synthesis-2018/)

[roomylee]

• Paraphrase Generation
• Contextual Embedding (ELMo)

[roomylee]

• Transfer Learning (Fine-Tuning) for NLP
• https://blog.openai.com/language-unsupervised/
• https://arxiv.org/abs/1801.06146
• https://arxiv.org/abs/1511.01432

[roomylee]

KB-QA (Knowledge Base Question Answering)

• Question Answering on Freebase via Relation Extraction and
  Textual Evidence (https://www.aclweb.org/anthology/P16-1220)
• KBQA: Learning Question Answering over QA Corpora
  and Knowledge Bases (https://arxiv.org/pdf/1903.02419.pdf)
• Kun Xu: Knowledge Based Question Answering (https://www.youtube.com/watch?reload=9&v=bwAGtKqkNGU)
• Scott Yih: Semantic Parsing for Question Answering (https://www.youtube.com/watch?v=XYgkuSc7BlQ)

이런 거 해보면 좋을 거 같아요. 온톨로지, KB 쪽 연구 배경도 있고 최근에 Relation Extraction도 하고 있으니 세미나 해보면 도움이 되지 않을까요..? ㅎㅎ @freebeing1

[freebeing1]

Zeroshot Learning