EMNLP 2021 情感分析、情绪分析论文汇总

本文涵盖了EMNLP 2021情感分析相关的论文列表，包括但不限于（细粒度）情感分析与观点挖掘、多模态的情感分析和情绪分析相关的工作。
TL;DR: EMNLP 2021上关于情感分析的研究从数量上将情感分析中大多聚焦于属性级别情感分析、多模态的情感分析，情绪分析大多聚焦于对话等应用场景的情绪分析。
注：由于正式论文尚未放出，分类或有错误。
MultiModal Sentiment Analysis

1. Multimodal Phased Transformer for Sentiment Analysis. Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm and Mohammad Soleymani

2. Joint Multi-modal Aspect-Sentiment Analysis with Auxiliary Cross-modal Relation Detection. Xincheng Ju, Dong Zhang, Rong Xiao, Junhui Li, Shoushan Li, Min Zhang and Guodong Zhou

3. Improving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis. Wei Han, Hui Chen and Soujanya Poria

4. What Does Your Smile Mean? Jointly Detecting Multi-Modal Sarcasm and Sentiment Using Quantum Probability. Yaochen Liu, Yazhou Zhang, Qiuchi Li, Benyou Wang and Dawei Song

5. Which is Making the Contribution: Modulating Unimodal and Cross-modal Dynamics for Multimodal Sentiment Analysis. Ying Zeng, Sijie Mai and Haifeng Hu

Transfer Learning for Sentiment Analysis

1. Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer. Zeyu Li, Yilong Qin, Zihan Liu and Wei Wang

2. NB-MLM: Efficient Domain Adaptation of Masked Language Models for Sentiment Analysis. Nikolay Arefyev, Dmitrii Kharchev and Artem Shelmanov

Aspect-Based Sentiment Analysis

1. Beta Distribution Guided Aspect-aware Graph for Aspect Category Sentiment Analysis with Affective Knowledge. Bin Liang, Hang Su, Rongdi Yin, Lin Gui, Min Yang, Qin Zhao, Xiaoqi Yu and Ruifeng Xu

2. To be Closer: Learning to Link up Aspects with Opinions. Yuxiang Zhou, Lejian Liao, Yang Gao, Zhanming Jie and Wei Lu

3. YASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain Reviews. Matan Orbach, Orith Toledo-Ronen, Artem Spector, Ranit Aharonov, Yoav Katz and Noam Slonim

4. DILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction. Entony Lekhtman, Yftah Ziser and Roi Reichart

5. Joint Multi-modal Aspect-Sentiment Analysis with Auxiliary Cross-modal Relation Detection. Xincheng Ju, Dong Zhang, Rong Xiao, Junhui Li, Shoushan Li, Min Zhang and Guodong Zhou

6. Solving Aspect Category Sentiment Analysis as a Text Generation Task. Jian Liu, Zhiyang Teng, Leyang Cui, Hanmeng Liu and Yue Zhang

7. Learning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training. Zhengyan Li, Yicheng Zou, Chong Zhang, Qi Zhang and Zhongyu Wei

8. Seeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Model. Hongjiang Jing, Zuchao Li, Hai Zhao and Shu Jiang

9. Aspect Sentiment Quad Prediction as Paraphrase Generation. Wenxuan Zhang, Yang Deng, Xin Li, Yifei Yuan, Lidong Bing and Wai Lam

10. Cross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching. Wenxuan Zhang, Ruidan He, Haiyun Peng, Lidong Bing and Wai Lam

11. Progressive Self-Training with Discriminator for Aspect Term Extraction. Qianlong Wang, zhiyuan wen, Qin Zhao, Min Yang and Ruifeng Xu

12. CLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks. Zixuan Ke, Bing Liu, Hu Xu and Lei Shu

13. PASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction.Rajdeep Mukherjee, Tapas Nayak, Yash Butala, Sourangshu Bhattacharya and Pawan Goyal

14. An Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction. Samuel Mensah, Kai Sun and Nikolaos Aletras

15. Improving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories.Han Qin, Guimin Chen, Yuanhe Tian and Yan Song

16. Semantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis.Ting-Wei Hsu, Chung-Chi Chen, Hen-Hsen Huang and Hsin-Hsi Chen

17. BERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification. Zeguan Xiao, Jiarun Wu, Qingliang Chen and Congjian Deng

18. Open Aspect Target Sentiment Classification with Natural Language Prompts. Ronald Seoh, Ian Birle, Mrinal Tak, Haw-Shiuan Chang, Brian Pinette and Alfred Hough

19. Recommend for a Reason: Unlocking the Power of Unsupervised Aspect-Sentiment Co-Extraction. Zeyu Li, Wei Cheng, Reema Kshetramade, John Houser, Haifeng Chen and Wei Wang

20. An Uncertainty-Aware Encoder for Aspect Detection. Nhung Nguyen, Kiem-Hieu Nguyen, Young-In Song and Tuan Cao

21. Self Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension. Guoxin Yu, Jiwei Li, Ling Luo, Yuxian Meng, Xiang Ao and Qing He

22. An Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment Analysis. Yunlong Liang, Fandong Meng, Jinchao Zhang, Yufeng Chen, Jinan Xu and Jie Zhou

23. Eliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction. Bo Wang, Tao Shen, Guodong Long, Tianyi Zhou and Yi Chang

24. Aspect-based Sentiment Analysis in Question Answering Forums. Wenxuan Zhang, Yang Deng, Xin Li, Lidong Bing and Wai Lam

Other Sentiment Analysis Related

1. Comparative Opinion Quintuple Extraction from Product Reviews. Ziheng Liu, Rui Xia and Jianfei Yu

2. Reinforced Counterfactual Data Augmentation for Dual Sentiment Classification. Hao Chen, Rui Xia and Jianfei Yu

3. The Effect of Round-Trip Translation on Fairness in Sentiment Analysis. Jonathan Christiansen, Mathias Gammelgaard and Anders Søgaard

4. Rethinking Sentiment Style Transfer. Ping Yu, Yang Zhao, Chunyuan Li and Changyou Chen

5. Casting the Same Sentiment Classification Problem. Erik Körner, Ahmad Dawar Hakimi, Gerhard Heyer and Martin Potthast

6. SentNoB: A Dataset for Analysing Sentiment on Noisy Bangla Texts. Khondoker Ittehadul Islam, Sudipta Kar, Md Saiful Islam and Mohammad Ruhul Amin

Emotion Related

1. Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion Causes. Hyunwoo Kim, Byeongchang Kim and Gunhee Kim

2. Dimensional Emotion Detection from Categorical Emotion. Sungjoon Park, Jiseon Kim, Seonghyeon Ye, Jaeyeol Jeon, Hee Young Park and Alice Oh

3. Towards Label-Agnostic Emotion Embeddings. Sven Buechel, Luise Modersohn and Udo Hahn

4. Few-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks. Gaël Guibon, Matthieu Labeau, Hélène Flamein, Luce Lefeuvre and Chloé Clavel

5. Guilt by Association: Emotion Intensities in Lexical Representations. Shahab Raji and Gerard de Melo

6. Emotion Inference in Multi-Turn Conversations with Addressee-Aware Module and Ensemble Strategy. Dayu Li, Xiaodan Zhu, Yang Li, Suge Wang, Deyu Li, Jian Liao and Jianxing Zheng

7. Bidirectional Hierarchical Attention Networks based on Document-level Context for Emotion Cause Extraction. Guimin Hu, Guangming Lu and Yi Zhao

8. Improving Empathetic Response Generation by Recognizing Emotion Cause in Conversations. Jun Gao, Yuhan Liu, Haolin Deng, Wei Wang, Yu Cao, Jiachen Du and Ruifeng Xu

9. Past, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge. Jiangnan Li, Zheng Lin, Peng Fu and Weiping Wang

10. Uncovering the Limits of Text-based Emotion Detection. Nurudin Alvarez-Gonzalez, Andreas Kaltenbrunner and Vicenç Gómez

11. DialogueTRM: Exploring Multi-Modal Emotional Dynamics in a Conversation. yuzhao mao, Guang Liu, Xiaojie WANG, Weiguo Gao and Xuan Li

12. Knowledge-Interactive Network with Sentiment Polarity Intensity-Aware Multi-Task Learning for Emotion Recognition in Conversations. Yunhe Xie, Kailai Yang, Chengjie Sun, Bingquan Liu and zhenzhou Ji

13. A Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation. Yang Sun, Nan Yu and Guohong Fu

14. Constructing Emotional Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation. Lei Shen, Jinchao Zhang, Jiao Ou, Xiaofang Zhao and Jie Zhou

本文使用 Zhihu On VSCode 创作并发布

来源：机器学习算法与自然语言处理

参考：机器学习研究组订阅 

排版：羽化

仅用于学术分享

若有侵权，请后台留言，管理员即时删侵！

更多阅读

你的每一次在看，我都很在意！