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个人简介

副教授,博士,博士生导师。2011年于东北大学获计算机软件与理论博士学位,2009年至2010年间赴香港中文大学担任研究助理。目前担任中国中文信息学会青年工作委员会委员,中国中文信息学会社会媒体处理专委会委员,中国中文信息学会情感计算专委会委员,中国计算机学会自然语言处理专委会通讯委员。主要从事数据挖掘、机器学习和自然语言处理等方面的研究。

研究领域

(1) 面向社会媒体的情感分析。研究如何利用深度学习、大模型技术,检测、识别、分析与生成社会媒体数据中所蕴含的情感与情绪,并应用在网络舆情分析、聊天机器人等系统中。 (2) 情绪化、个性化对话系统。以人机情感交互、情感陪伴为目的,以深度学习、大模型技术为手段,研究如何将情绪与个性引入到对话系统中,获得更符合上下文情境以及情绪状态的回复,实现人机共情。

近期论文

查看导师新发文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

Yiqun Zhang, Fanheng Kong, Peidong Wang, Shuang Sun, SWangLing, Shi Feng, Daling Wang, Yifei Zhang, Kaisong Song: STICKERCONV: Generating Multimodal Empathetic Responses from Scratch. Accepted by ACL 2024 (CCF A) Yongkang liu, Ercong Nie, Shi Feng, Zheng Hua, Zifeng Ding, Daling Wang, Yifei Zhang, Hinrich Schuetze: A Unified Data Augmentation Framework for Low-Resource Multi-Domain Dialogue Generation. Accepted by ECML-PKDD 2024 (CCF B) Huan Bai, Daling Wang, Shi Feng, Yifei Zhang: EKBSA: A Chinese Sentiment Analysis Model by Enhancing K-BERT. Accepted by J. Comput. Sci. Technol. (CCF B) Chenhui Yang, Daling Wang, Shi Feng, Yifei Zhang, Ge Yu: E&S-Gainer: An Emotion Aware and Strategy Enhanced Model for Emotional Support Conversation. Accepted by DASFAA2024 (CCF B) Mingxiu Cai, Daling Wang, Shi Feng, Yifei Zhang: PECER: Empathetic Response Generation via Dynamic Personality Extraction and Contextual Emotional Reasoning. Accepted by ICASSP 2024 (CCF B) Zhenfei Yang, Beiming Yu, Yuan Cui, Shi Feng, Daling Wang, Yifei Zhang: BERT-BC: A Unified Alignment and Interaction Model over Hierachical BERT for Response Selection. LREC/COLING 2024: 2253-2263 (CCF B) Weihong Guan, Shi Feng, Daling Wang, Faliang Huang, Yifei Zhang, Yuan Cui: Improving Role-Oriented Dialogue Summarization with Interaction-Aware Contrastive Learning. LREC/COLING 2024: 8913-8924 (CCF B) Mingxiu Cai, Daling Wang, Shi Feng, Yifei Zhang: EmpCRL: Controllable Empathetic Response Generation via In-Context Commonsense Reasoning and Reinforcement Learning. LREC/COLING 2024: 5734-5746 (CCF B) Fanheng Kong, Peidong Wang, Shi Feng, Daling Wang, Yifei Zhang: TIGER: A Unified Generative Model Framework for Multimodal Dialogue Response Generation. LREC/COLING 2024: 16135-16141 (CCF B) Tianbao Zhang, Huiying Cao, Shi Feng, Yuan Cui, Daling Wang: TS-DDD: A Two-Stage Training Strategy for Dialogue-based Disease Diagnosis. BIBM 2023: 765-770 (CCF B) Longcan Wu, Daling Wang, Shi Feng, Xiangmin Zhou, Yifei Zhang, Ge Yu: Graph neural network for recommendation in complex and quaternion spaces. World Wide Web (WWW) 26(6): 3945-3964 (2023) (CCF B) Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang, Soujanya Poria: Few-shot Multimodal Sentiment Analysis Based on Multimodal Probabilistic Fusion Prompts. ACM Multimedia 2023: 6045-6053 (CCF A) Qian Li, Daling Wang, Shi Feng, Kaisong Song, Yifei Zhang, Ge Yu: OERL: Enhanced Representation Learning Via Open Knowledge Graphs. IEEE Trans. Knowl. Data Eng. 35(9): 8880-8892 (2023) (CCF A) Yongkang Liu, Shi Feng, Daling Wang, Hinrich Schütze, Yifei Zhang: PVGRU: Generating Diverse and Relevant Dialogue Responses via Pseudo-Variational Mechanism. ACL (1) 2023: 3295-3310 (CCF A) Qian Li, Shafiq Joty, Daling Wang, Shi Feng, Yifei Zhang, Chengwei Qin: Contrastive Learning with Generated Representations for Inductive Knowledge Graph Embedding. ACL (Findings) 2023: 14273-14287 (CCF A) Xiaocui Yang, Shi Feng, Daling Wang, Qi Sun, Wenfang Wu, Pengfei Hong, Yifei Zhang and Soujanya Poria: Few-shot Joint Multimodal Aspect-Sentiment Analysis Based on Generative Multimodal Prompt. ACL (Findings) 2023: 11575-11589 (CCF A) Xiaocui Yang, Shi Feng, Daling Wang, Pengfei Hong, Soujanya Poria: Multiple Contrastive Learning for Multimodal Sentiment Analysis. ICASSP 2023: 1-5 (CCF B) Yongkang Liu, Shi Feng, Wei Gao, Daling Wang, Yifei Zhang: DialogConv: A Lightweight Fully Convolutional Network for Multi-view Response Selection. EMNLP 2022: 12086-12098 (CCF B) Qian Li, Shafiq Joty, Daling Wang, Shi Feng and Yifei Zhang: Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive Learning. EMNLP (Findings) 2022: 2279-2291 (CCF B) Qian Li, Daling Wang, Shi Feng, Cheng Niu, Yifei Zhang: Global Graph Attention Embedding Network for Relation Prediction in Knowledge Graphs. IEEE Trans. Neural Networks Learn. Syst. 33(11): 6712-6725 (2022) (CCF B) Yongkang Liu, Shi Feng, Daling Wang, Yifei Zhang: MulZDG: Multilingual Code-Switching Framework for Zero-shot Dialogue Generation. COLING 2022: 648-659 (CCF B) Dongshi Ju, Shi Feng, Pengcheng Lv, Daling Wang, Yifei Zhang: Learning to Improve Persona Consistency in Multi-party Dialogue Generation via Text Knowledge Enhancement. COLING 2022: 298-309 (CCF B) Minghao Xu, Daling Wang, Shi Feng, Zhenfei Yang, Yifei Zhang: KC-ISA: An Implicit Sentiment Analysis Model Combining Knowledge Enhancement and Context Features. COLING 2022: 6906-6915 (CCF B) Ying Zhu, Shi Feng, Daling Wang, Yifei Zhang, Donghong Han: Knowledge-Enhanced Interactive Matching Network for Multi-turn Response Selection in Medical Dialogue Systems. DASFAA (3) 2022: 255-262 (CCF B) Longcan Wu, Daling Wang, Shi Feng, Kaisong Song, Yifei Zhang, Ge Yu: Collaborative Filtering for Recommendation in Geometric Algebra. DASFAA (2) 2022: 256-263 (CCF B) Xiaocui Yang, Shi Feng, Daling Wang, Yifei Zhang: Image-text Multimodal Emotion Classification via Multi-view Attentional Network. IEEE Transactions on Multimedia. 23: 4014-4026 (2021) (CCF B) Shi Feng, Jia Wei, Xiaocui Yang, Daling Wang, Zhenfei Yang, Ge Yu: SINN: A Speaker Influence Aware Neural Network Model for Emotion Detection in Conversations. World Wide Web 24(6): 2019-2048 (2021) (CCF B) Weichao Wang, Wei Gao, Shi Feng, Ling Chen, Daling Wang: Adaptive Posterior Knowledge Selection for Improving Knowledge-Grounded Dialogue Generation. CIKM 2021: 1989-1998 (CCF B) Xiangju Li, Wei Gao, Shi Feng, Wang Daling, Shafiq Joty: Span-Level Emotion Cause Analysis by BERT-based Graph Attention Network. CIKM 2021: 3221-3226 (CCF B) Xiangju Li, Wei Gao, Shi Feng, Wang Daling, Shafiq Joty: Span-level Emotion Cause Analysis with Neural Sequence Tagging. CIKM 2021: 3227-3231 (CCF B) Xiaocui Yang, She Feng, Yifei Zhang, Daling Wang: Multimodal Sentiment Detection Based on Multi-channel Graph Neural Network. ACL/IJCNLP (1) 2021: 328-339 (CCF A) Xiangju Li, Wei Gao, Shi Feng, Yifei Zhang, Daling Wang: Boundary Detection with BERT for Span-level Emotion Cause Analysis. ACL/IJCNLP (Findings) 2021: 676-682 (CCF A) Longcan Wu, Daling Wang, Shi Feng, Kaisong Song, Yifei Zhang, Ge Yu: Which Node Pair and What Status? Asking Expert for Better Network Embedding. DASFAA (1) 2021: 141-157 (CCF B) Yongkang Liu, Shi Feng, Daling Wang, Kaisong Song, Feiliang Ren, Yifei Zhang: A Graph Reasoning Network for Multi-turn Response Selection via Customized Pre-training. AAAI 2021: 13433-13442 (CCF A) Pengcheng Lv, Shi Feng, Daling Wang, Yifei Zhang, Ge Yu: PersonaGAN: Personalized Response Generation via Generative Adversarial Networks. DASFAA (1) 2020: 570-586 (CCF B) Shifeng Li, Shi Feng, Daling Wang, Kaisong Song, Yifei Zhang, Weichao Wang: EmoElicitor: An Open Domain Response Generation Model with User Emotional Reaction Awareness. IJCAI 2020: 3637-3643 (CCF A) Weichao Wang, Shi Feng, Wei Gao, Daling Wang, Yifei Zhang: A Cue Adaptive Decoder for Controllable Neural Response Generation. WWW 2020: 2570-2576 (CCF A)

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