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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

Multimodal Phased Transformer for Sentiment Analysis. Junyan Cheng, Iordanis Fostiropoulos, Barry Boehm and Mohammad SoleymaniJoint 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 ZhouImproving Multimodal Fusion with Hierarchical Mutual Information Maximization for Multimodal Sentiment Analysis. Wei Han, Hui Chen and Soujanya PoriaWhat Does Your Smile Mean? Jointly Detecting Multi-Modal Sarca *** and Sentiment Using Quantum Probability. Yaochen Liu, Yazhou Zhang, Qiuchi Li, Benyou Wang and Dawei SongWhich 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

Powering Comparative Classification with Sentiment Analysis via Domain Adaptive Knowledge Transfer. Zeyu Li, Yilong Qin, Zihan Liu and Wei WangNB-MLM: Efficient Domain Adaptation of Masked Language Models for Sentiment Analysis. Nikolay Arefyev, Dmitrii Kharchev and Artem Shelmanov

Aspect-Based Sentiment Analysis

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 XuTo be Closer: Learning to Link up Aspects with Opinions. Yuxiang Zhou, Lejian Liao, Yang Gao, Zhanming Jie and Wei LuYASO: A Targeted Sentiment Analysis Evaluation Dataset for Open-Domain Reviews. Matan Orbach, Orith Toledo-Ronen, Artem Spector, Ranit Aharonov, Yoav Katz and Noam SlonimDILBERT: Customized Pre-Training for Domain Adaptation with Category Shift, with an Application to Aspect Extraction. Entony Lekhtman, Yftah Ziser and Roi ReichartJoint 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 ZhouSolving Aspect Category Sentiment Analysis as a Text Generation Task. Jian Liu, Zhiyang Teng, Leyang Cui, Hanmeng Liu and Yue ZhangLearning Implicit Sentiment in Aspect-based Sentiment Analysis with Supervised Contrastive Pre-Training. Zhengyan Li, Yicheng Zou, Chong Zhang, Qi Zhang and Zhongyu WeiSeeking Common but Distinguishing Difference, A Joint Aspect-based Sentiment Analysis Model. Hongjiang Jing, Zuchao Li, Hai Zhao and Shu JiangAspect Sentiment Quad Prediction as Paraphrase Generation. Wenxuan Zhang, Yang Deng, Xin Li, Yifei Yuan, Lidong Bing and Wai LamCross-lingual Aspect-based Sentiment Analysis with Aspect Term Code-Switching. Wenxuan Zhang, Ruidan He, Haiyun Peng, Lidong Bing and Wai LamProgressive Self-Training with Discriminator for Aspect Term Extraction. Qianlong Wang, zhiyuan wen, Qin Zhao, Min Yang and Ruifeng XuCLASSIC: Continual and Contrastive Learning of Aspect Sentiment Classification Tasks. Zixuan Ke, Bing Liu, Hu Xu and Lei ShuPASTE: A Tagging-Free Decoding Framework Using Pointer Networks for Aspect Sentiment Triplet Extraction.Rajdeep Mukherjee, Tapas Nayak, Yash Butala, Sourangshu Bhattacharya and Pawan GoyalAn Empirical Study on Leveraging Position Embeddings for Target-oriented Opinion Words Extraction. Samuel Mensah, Kai Sun and Nikolaos AletrasImproving Federated Learning for Aspect-based Sentiment Analysis via Topic Memories.Han Qin, Guimin Chen, Yuanhe Tian and Yan SongSemantics-Preserved Data Augmentation for Aspect-Based Sentiment Analysis.Ting-Wei Hsu, Chung-Chi Chen, Hen-Hsen Huang and Hsin-Hsi ChenBERT4GCN: Using BERT Intermediate Layers to Augment GCN for Aspect-based Sentiment Classification. Zeguan Xiao, Jiarun Wu, Qingliang Chen and Congjian DengOpen Aspect Target Sentiment Classification with Natural Language Prompts. Ronald Seoh, Ian Birle, Mrinal Tak, Haw-Shiuan Chang, Brian Pinette and Alfred HoughRecommend for a Reason: Unlocking the Power of Unsupervised Aspect-Sentiment Co-Extraction. Zeyu Li, Wei Cheng, Reema Kshetramade, John Houser, Haifeng Chen and Wei WangAn Uncertainty-Aware Encoder for Aspect Detection. Nhung Nguyen, Kiem-Hieu Nguyen, Young-In Song and Tuan CaoSelf Question-answering: Aspect-based Sentiment Analysis by Role Flipped Machine Reading Comprehension. Guoxin Yu, Jiwei Li, Ling Luo, Yuxian Meng, Xiang Ao and Qing HeAn Iterative Multi-Knowledge Transfer Network for Aspect-Based Sentiment Analysis. Yunlong Liang, Fandong Meng, Jinchao Zhang, Yufeng Chen, Jinan Xu and Jie ZhouEliminating Sentiment Bias for Aspect-Level Sentiment Classification with Unsupervised Opinion Extraction. Bo Wang, Tao Shen, Guodong Long, Tianyi Zhou and Yi ChangAspect-based Sentiment Analysis in Question Answering Forums. Wenxuan Zhang, Yang Deng, Xin Li, Lidong Bing and Wai Lam

Other Sentiment Analysis Related

Comparative Opinion Quintuple Extraction from Product Reviews. Ziheng Liu, Rui Xia and Jianfei YuReinforced Counterfactual Data Augmentation for Dual Sentiment Classification. Hao Chen, Rui Xia and Jianfei YuThe Effect of Round-Trip Translation on Fairness in Sentiment Analysis. Jonathan Christiansen, Mathias Gammelgaard and Anders SøgaardRethinking Sentiment Style Transfer. Ping Yu, Yang Zhao, Chunyuan Li and Changyou ChenCasting the Same Sentiment Classification Problem. Erik Körner, Ahmad Dawar Hakimi, Gerhard Heyer and Martin PotthastSentNoB: A Dataset for Analysing Sentiment on Noisy Bangla Texts. Khondoker Ittehadul Islam, Sudipta Kar, Md Saiful Islam and Mohammad Ruhul Amin

Emotion Related

Perspective-taking and Pragmatics for Generating Empathetic Responses Focused on Emotion Causes. Hyunwoo Kim, Byeongchang Kim and Gunhee KimDimensional Emotion Detection from Categorical Emotion. Sungjoon Park, Jiseon Kim, Seonghyeon Ye, Jaeyeol Jeon, Hee Young Park and Alice OhTowards Label-Agnostic Emotion Embeddings. Sven Buechel, Luise Modersohn and Udo HahnFew-Shot Emotion Recognition in Conversation with Sequential Prototypical Networks. Gaël Guibon, Matthieu Labeau, Hélène Flamein, Luce Lefeuvre and Chloé ClavelGuilt by Association: Emotion Intensities in Lexical Representations. Shahab Raji and Gerard de MeloEmotion 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 ZhengBidirectional Hierarchical Attention Networks based on Document-level Context for Emotion Cause Extraction. Guimin Hu, Guangming Lu and Yi ZhaoImproving Empathetic Response Generation by Recognizing Emotion Cause in Conversations. Jun Gao, Yuhan Liu, Haolin Deng, Wei Wang, Yu Cao, Jiachen Du and Ruifeng XuPast, Present, and Future: Conversational Emotion Recognition through Structural Modeling of Psychological Knowledge. Jiangnan Li, Zheng Lin, Peng Fu and Weiping WangUncovering the Limits of Text-based Emotion Detection. Nurudin Alvarez-Gonzalez, Andreas Kaltenbrunner and Vicenç GómezDialogueTRM: Exploring Multi-Modal Emotional Dynamics in a Conversation. yuzhao mao, Guang Liu, Xiaojie WANG, Weiguo Gao and Xuan LiKnowledge-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 JiA Discourse-Aware Graph Neural Network for Emotion Recognition in Multi-Party Conversation. Yang Sun, Nan Yu and Guohong FuConstructing Emotional Consensus and Utilizing Unpaired Data for Empathetic Dialogue Generation. Lei Shen, Jinchao Zhang, Jiao Ou, Xiaofang Zhao and Jie Zhou