zhangbc/nlp_paper_study

研读顶会论文，复现论文相关代码

NLP_paper_study

该项目主要是本人研读顶会论文，复现论文相关代码的一个仓库。

目录介绍

• ABSC_study： 细粒度情感分析论文研读

  • LCF: A Local Context Focus Mechanism for Aspect-Based Sentiment Classification

• active_learn_study：主动学习论文研读

  • Proactive Learning for Named Entity Recognition（命名实体识别的主动学习）

• adversarial_training_study：对抗训练论文研读

  • FreeLB: Enhanced Adversarial Training for Language Understanding 加强语言理解的对抗性训练

• bert_study：Bert论文研读

  • XLNet Generalized Autoregressive Pretraining for Language Understanding
  • RoBERTa: A Robustly Optimized BERT Pretraining Approach
  • A lite BERT for self-supervised learning of language representations

• ERE_study：实体关系联合抽取论文研读

  • Incremental Joint Extraction of Entity Mentions and Relations
  • Joint Extraction of Entities and Relations Based on a Novel Decomposition Strategy
  • GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
  • A Novel Hierarchical Binary Tagging Framework for Relational Triple Extraction

• GCN2NLP：GCN 在 NLP 上的应用 论文研读

• NER_study：命名实体识别论文研读

  • LatticeLSTM
  • named entity recognition using positive-unlabeled learning
  • GraphRel: Modeling Text as Relational Graphs for Joint Entity and Relation Extraction
  • TENER: Adapting Transformer Encoder for Name Entity Recognition
  • CrossWeigh从不完善的注释中训练命名实体标注器
  • 利用词汇知识通过协同图网络进行中文命名实体识别
  • 一点注释对引导低资源命名实体识别器有很多好处
  • CGN: Leverage Lexical Knowledge for Chinese Named Entity Recognition via Collaborative Graph Network（EMNLP2019）
  • Fine-Grained Entity Typing in Hyperbolic Space（在双曲空间中打字的细粒度实体）
  • LR-CNN:CNN-Based Chinese NER with Lexicon Rethinking(IJCAI2019)

• NRE_paper_study：关系抽取论文研读

  • End-to-End Relation Extraction using LSTMs on Sequences and Tree Structures【2016】
  • ERNIE
  • GraphRel
  • R_BERT
  • Task 1：全监督学习
    • Relation Classification via Convolutional Deep Neural Network
    • Attention-Based Bidirectional Long Short-Term Memory Networks for Relation Classification
    • Relation Classification via Attention Model
  • Task 2：远程监督学习
    • Relation Classification via Convolutional Deep Neural Network
    • NRE_with_Selective_Attention_over_Instances

• pre_study：预处理

• QA_study 问答系统论文学习

  • Lattice CNNs for Matching Based Chinese Question Answering
  • LSTM-based Deep Learning Models for Non-factoid Answer Selection
  • Denoising Distantly Supervised Open-Domain Question Answering

• QA_study 问答系统论文学习

  • Style_Transformer

• summarization_study 文本摘要论文学习

  • Fine-tune BERT for Extractive Summarization

• summarization_study 文本摘要论文学习

  • Multi-Perspective Sentence Similarity Modeling with Convolution Neural Networks
  • Simple and Effective Text Matching with Richer Alignment Features

• summarization_study transformer 论文学习

  • Transformer-XL
  • Single Headed Attention RNN: Stop Thinking With Your Head 单头注意力 RNN: 停止用你的头脑思考
  • Universal Transformers