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NLP-Papers

Papers and Notes

Distributed Word Representations

Distributed Sentence Representations

Entity Recognition

  • 2018-10
    • Lample et al. - 2016 - Neural Architectures for Named Entity Recognition [pdf]
    • Ma and Hovy - 2016 - End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF [pdf]
    • Yang et al. - 2017 - Transfer Learning for Sequence Tagging with Hierarchical Recurrent Networks [pdf]
    • Peters et al. - 2017 - Semi-supervised sequence tagging with bidirectional language models [pdf]
    • Shang et al. - 2018 - Learning Named Entity Tagger using Domain-Specific Dictionary [pdf]
  • references

Language Model

Machine Translation

Question Answering

Recommendation Systems

Relation Extraction

Sentences Matching

Text Classification

  • 2017-09
  • 2017-10
    • Kim - 2014 - Convolutional neural networks for sentence classification [pdf] [pdf (annotated)] [note]
    • Zhang and Wallace - 2015 - A Sensitivity Analysis of (and Practitioners' Guide to) Convolutional Neural Networks for Sentence Classification [pdf] [pdf (annotated)] [note]
    • Zhang et al. - 2015 - Character-level convolutional networks for text classification [pdf] [pdf (annotated)] [note]
    • Lai et al. - 2015 - Recurrent Convolutional Neural Networks for Text Classification [pdf] [pdf (annotated)] [note]
    • Yang et al. - 2016 - Hierarchical attention networks for document classification [pdf]
  • 2017-11
  • 2019-04 (Aspect level sentiment classification)
    • Wang et al. - 2016 - Attention-based LSTM for aspect-level sentiment classification [pdf]
    • Tang et al. - 2016 - Aspect level sentiment classification with deep memory network [pdf]
    • Chen et al. - 2017 - Recurrent Attention Network on Memory for Aspect Sentiment Analysis [pdf]
    • Xue and Li - 2018 - Aspect Based Sentiment Analysis with Gated Convolutional Networks [pdf]
  • references

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