awesome nlp sentiment analysis

awesome-nlp-sentiment-analysis

收集NLP領域相關的數據集、論文、開源實現，尤其是情感分析、情緒原因識別、評價對象和評價詞抽取等方面。

Papers & ? Codes

情感分析

1. Deep Learning for Sentiment analysis: A Survey. paper

情緒歸因

1. An Ensemble Approach for Emotion Cause Detection with Event Extraction and Multi-Kernel SVMs. paper

2. Event-Driven Emotion Cause Extraction with Corpus Construction. paper

3. A Question Answering Approach to Emotion Cause Extraction. paper

4. A Bootstrap Method for Automatic Rule Acquisition on Emotion Cause Extraction. paper

5. Emotion Cause Detection for Chinese Micro-Blogs Based on ECOCC Model. paper

6. Emotion Cause Detection with Linguistic Constructions. paper

7. Emotion Cause Extraction, A Challenging Task with Corpus Construction. paper

8. Extracting Causes of Emotions from Text. paper

9. 基於E-CNN神經網絡的情緒原因識別方法. paper

10. 基於序列標註模型的情緒原因識別方法. paper

11. 基於文本的情緒自動歸因方法研究. paper

12. A Co-Attention Neural Network Model for Emotion Cause Analysis with Emotional Context Awareness. paper

13. Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts. paper code

評價對象和評價詞抽取

4. Fine-grained Opinion Mining with Recurrent Neural Networks and Word Embeddings. paper code

5. Character-based BiLSTM-CRF Incorporating POS and Dictionaries for Chinese Opinion Target Extraction. paper code

6. A Unified Model for Opinion Target Extraction and Target Sentiment Prediction. paper code

7. 評價對象抽取研究綜述. paper

8. 使用深度長短時記憶模型對於評價詞和評價對象的聯合抽取. paper

9. 基於語義和句法依存特徵的評論對象抽取研究. paper

10. 基於條件隨機場的評價對象缺省項識別. paper

11. 基於CRFs和領域本體的中文微博評價對象抽取研究. paper

12. 基於微博的情感傾向性分析方法研究. paper

13. 基於迭代兩步CRF模型的評價對象與極性抽取研究. paper

14. 基於句法特徵的評價對象抽取方法研究. paper

15. 基於層疊CRFs的中文句子評價對象抽取. paper

16. 評價對象及其傾向性的抽取和判別. paper

17. 基於非完備信息系統的評價對象情感聚類. paper

18. 基於CRFs的評價對象抽取特徵研究. paper

19. 基於核心句及句法關係的評價對象抽取. paper

20. 面向特定領域的產品評價對象自動識別研究. paper

21. 評價對象抽取及其傾向性分析. paper

22. Aspect extraction for opinion mining with a deep convolutional neural network. paper

23. Recursive neural conditional random fields for aspect-based sentiment analysis. paper

24. Coupled multi-layer attentions for co-extraction of aspect and opinion terms. paper

? Dataset

評價對象和評價詞抽取

• SemEval-2014 Task 4

• 中文微博情感分析測評數據

• 百度、馬蜂窩和大眾點評數據集

• 情感原因對數據集