Papers on Emotion Cause Analysis

Task & Dataset

[1]. Emotion Cause Events: Corpus Construction and Analysis S. Yat, M. Lee, Y. Chen. LREC 2010 [pdf]

[2]. Overview of NTCIR-13 ECA Task. Q Gao, J Hu, R Xu. NTCIR 2013 [pdf]

[3]. Text-based Emotion Classification Using Emotion Cause Extraction W Li, H Xu. Expert Systems with Applications 2014. [pdf]

[4]. Emotion Cause Extraction, A Challenging Task with Corpus Construction L Gui, R Xu, Q Lu, D Wu, Y Zhou. SMP 2016. [pdf] [data]

[5]. An Emotion Cause Corpus for Chinese Microblogs with Multiple-User Structures X Cheng, Y Chen, B Cheng, S Li, G Zhou. ACM TALLIP 2017. [pdf]

[6]. Who Feels What and Why? Annotation of a Literature Corpus with Semantic Roles of Emotions E Kim, R Klinger. COLING 2018. [pdf] [data]

[7]. Emotion-Cause Pair Extraction: A New Task to Emotion Analysis in Texts R Xia, Z Ding. ACL 2019. [pdf] [data] [code]

Rule-based Methods

[1]. A Text-driven Rule-based System for Emotion Cause Detection. S Lee, Y Chen, C Huang. NAACL 2010. [pdf]

This paper proposed 1.a Chinese EC annotated corpus; 2.a rule-based system for automatic detection of EC; 3.an evaluation scheme for performance sessment.

[2]. A Linguistic Approach to Emotion Detection and Classification. SYM Lee. Ph.D. dissertation. PolyU 2010. [pdf]

[3]. Emotion Cause Detection with Linguistic Constructions. Y Chen, S Lee, S Li, C Huang. Coling 2010. [pdf]

[4]. Emotion Cause Detection with Linguistic Construction in Chinese Weibo Text. L Gui, L Yuan, R Xu, B Liu, Q Lu, Y Zhou. NLPCC 2014. [pdf]

[5]. A Rule-based Approach to Emotion Cause Detection for Chinese Micro-blogs. K Gao, H Xu, J Wang. Expert System with Applications. 2015. [pdf]

[6]. Event-Driven Emotion Cause Extraction with Corpus Construction. L Gui, D Wu, R Xu, Q Lu, Y Zhou. EMNLP 2016. [pdf]

Deep learning-based Methods

Reranking

[1]. Extracting Emotion Causes using Learning to Rank Methods from an Information Retrieval Perspective B Xu, H Lin, Y Lin, Y Diao, L Yang, K Xu. IEEE ACCESS 2019. [pdf]

[2]. From Independent Prediction to Reordered Prediction: Integrating Relative Position and Global Label Information to Emotion Cause Identification Z Ding, H He, M Zhang, R Xia. AAAI 2019. [pdf]

Memory Network

[1]. A Question Answering Approach to Emotion Cause Extraction. L Gui, J Hu, Y He, R Xu, Q Lu, J Du. EMNLP 2017. [pdf]

Joint Learning

[1]. Joint Learning for Emotion Classification and Emotion Cause Detection Y Chen, W Hou, X Cheng, S Li. EMNLP 2018.[pdf]

Hierarchical Network

[1]. Multiple Level Hierarchical Network Based Clause Selection for Emotion Cause Extraction X Yu, W Rong, Z Zhang, Y Ouyang, Z Xiong. IEEE ACCESS 2019. [pdf] [code]

[2]. RTHN: A RNN-Transformer Hierarchical Network for Emotion Cause Extraction R Xia, M Zhang, Z Ding. IJCAI 2019. [pdf] [code]

Others

[1]. A Co-Attention Neural Network Model for Emotion Cause Analysis with Emotional Context Awareness X Li, K Song, S Feng, D Wang, Y Zhang. EMNLP 2018 [pdf]

[2]. Context-aware Emotion Cause Analysis With Multi-attention-based Neural Network X Li, S Feng, D Wang, Y Zhang. KBS 2019, 174: 205-218 [pdf]