Open Domain Question Answering with Character-Level Deep Learning Models. - Kai Lei; Yang Deng 002; Bing Zhang; Ying Shen 001 (ISCID (2), 2017)

A Knowledge Graph Based Solution for Entity Discovery and Linking in Open-Domain Questions. - Kai Lei; Bing Zhang; Yong Liu 007; Yang Deng 002; Dongyu Zhang; Ying Shen 001 (SmartCom, 2017)

Approach for Semi-automatic Construction of Anti-infective Drug Ontology Based on Entity Linking. - Ying Shen 001; Yang Deng 002; Kaiqi Yuan; Li Liu; Yong Liu 007 (SmartCom, 2017)

Knowledge as A Bridge: Improving Cross-domain Answer Selection with External Knowledge. - Yang Deng 002; Ying Shen 001; Min Yang 007; Yaliang Li; Nan Du 001; Wei Fan 001; Kai Lei (COLING, 2018)

IDDAT: An Ontology-Driven Decision Support System for Infectious Disease Diagnosis and Therapy. - Ying Shen 001; Yang Deng 002; Jin Zhang; Yaliang Li; Nan Du 001; Wei Fan 001; Min Yang 007; Kai Lei (ICDM Workshops, 2018)

Knowledge-aware Attentive Neural Network for Ranking Question Answer Pairs. - Ying Shen 001; Yang Deng 002; Min Yang 007; Yaliang Li; Nan Du 001; Wei Fan 001; Kai Lei (SIGIR, 2018)

Gastroenterology Ontology Construction Using Synonym Identification and Relation Extraction. - Ying Shen 001; Yaliang Li; Yang Deng 002; Jin Zhang; Min Yang 007; Jinsong Chen; Shangchun Si; Kai Lei (IEEE Access, 2018)

When Truth Discovery Meets Medical Knowledge Graph: Estimating Trustworthiness Degree for Medical Knowledge Condition. - Yang Deng 002; Yaliang Li; Nan Du 001; Wei Fan 001; Ying Shen 001; Kai Lei (CoRR, 2018)

Multi-Task Learning with Multi-View Attention for Answer Selection and Knowledge Base Question Answering. - Yang Deng 002; Yuexiang Xie; Yaliang Li; Min Yang 007; Nan Du 001; Wei Fan 001; Kai Lei; Ying Shen 001 (AAAI, 2019)

MedTruth: A Semi-supervised Approach to Discovering Knowledge Condition Information from Multi-Source Medical Data. - Yang Deng 002; Yaliang Li; Ying Shen 001; Nan Du 001; Wei Fan 001; Min Yang 007; Kai Lei (CIKM, 2019)

Joint Learning of Answer Selection and Answer Summary Generation in Community Question Answering. - Yang Deng 002; Wai Lam; Yuexiang Xie; Daoyuan Chen; Yaliang Li; Min Yang 007; Ying Shen 001 (AAAI, 2020)

Medical Big Data Mining: Joint Symptom Name Recognition and Severity Estimation. - Yang Deng 002; Dagang Li 001; Qiang Zhang 015; Ying Shen 001 (BIBM, 2020)

Opinion-aware Answer Generation for Review-driven Question Answering in E-Commerce. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam (CIKM, 2020)

Intra-/Inter-Interaction Network with Latent Interaction Modeling for Multi-turn Response Selection. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam (COLING, 2020)

Multi-hop Inference for Question-driven Summarization. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam (EMNLP (1), 2020)

AnswerFact: Fact Checking in Product Question Answering. - Wenxuan Zhang 001; Yang Deng 002; Jing Ma 004; Wai Lam (EMNLP (1), 2020)

Bridging Hierarchical and Sequential Context Modeling for Question-driven Extractive Answer Summarization. - Yang Deng 002; Wenxuan Zhang 001; Yaliang Li; Min Yang 007; Wai Lam; Ying Shen 001 (SIGIR, 2020)

Answer Ranking for Product-Related Questions via Multiple Semantic Relations Modeling. - Wenxuan Zhang 001; Yang Deng 002; Wai Lam (SIGIR, 2020)

Review-guided Helpful Answer Identification in E-commerce. - Wenxuan Zhang 001; Wai Lam; Yang Deng 002; Jing Ma 004 (WWW, 2020)

Research on AI Composition Recognition Based on Music Rules. - Yang Deng 002; Ziyao Xu; Li Zhou; Huanping Liu; Anqi Huang (CoRR, 2020)

Towards Generative Aspect-Based Sentiment Analysis. - Wenxuan Zhang 001; Xin Li 056; Yang Deng 002; Lidong Bing; Wai Lam (ACL/IJCNLP (2), 2021)

Learning to Rank Question Answer Pairs with Bilateral Contrastive Data Augmentation. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam (W-NUT, 2021)

Factual Consistency Evaluation for Text Summarization via Counterfactual Estimation. - Yuexiang Xie; Fei Sun 001; Yang Deng 002; Yaliang Li; Bolin Ding (EMNLP (Findings), 2021)

Exploiting Reasoning Chains for Multi-hop Science Question Answering. - Weiwen Xu; Yang Deng 002; Huihui Zhang; Deng Cai 002; Wai Lam (EMNLP (Findings), 2021)

Aspect Sentiment Quad Prediction as Paraphrase Generation. - Wenxuan Zhang 001; Yang Deng 002; Xin Li 056; Yifei Yuan 002; Lidong Bing; Wai Lam (EMNLP (1), 2021)

Aspect-based Sentiment Analysis in Question Answering Forums. - Wenxuan Zhang 001; Yang Deng 002; Xin Li 056; Lidong Bing; Wai Lam (EMNLP (Findings), 2021)

Unified Conversational Recommendation Policy Learning via Graph-based Reinforcement Learning. - Yang Deng 002; Yaliang Li; Fei Sun 001; Bolin Ding; Wai Lam (SIGIR, 2021)

Answer Category-Aware Answer Selection for Question Answering. - Weijing Wu; Yang Deng 002; Yuzhi Liang; Kai Lei (IEEE Access, 2021)

Towards Personalized Answer Generation in E-Commerce via Multi-Perspective Preference Modeling. - Yang Deng 002; Yaliang Li; Wenxuan Zhang 001; Bolin Ding; Wai Lam (CoRR, 2021)

PACIFIC: Towards Proactive Conversational Question Answering over Tabular and Textual Data in Finance. - Yang Deng 002; Wenqiang Lei; Wenxuan Zhang 001; Wai Lam; Tat-Seng Chua (EMNLP, 2022)

ConReader: Exploring Implicit Relations in Contracts for Contract Clause Extraction. - Weiwen Xu; Yang Deng 002; Wenqiang Lei; Wenlong Zhao 012; Tat-Seng Chua; Wai Lam (EMNLP, 2022)

User Satisfaction Estimation with Sequential Dialogue Act Modeling in Goal-oriented Conversational Systems. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam; Hong Cheng 001; Helen Meng (WWW, 2022)

Toward Personalized Answer Generation in E-Commerce via Multi-perspective Preference Modeling. - Yang Deng 002; Yaliang Li; Wenxuan Zhang 001; Bolin Ding; Wai Lam (ACM Trans. Inf. Syst., 2022)

Contextualized Knowledge-aware Attentive Neural Network: Enhancing Answer Selection with Knowledge. - Yang Deng 002; Yuexiang Xie; Yaliang Li; Min Yang 007; Wai Lam; Ying Shen 001 (ACM Trans. Inf. Syst., 2022)

Towards Robust Personalized Dialogue Generation via Order-Insensitive Representation Regularization. - Liang Chen 001; Hongru Wang 003; Yang Deng 002; Wai-Chung Kwan; Zezhong Wang 004; Kam-Fai Wong (ACL (Findings), 2023)

Knowledge-enhanced Mixed-initiative Dialogue System for Emotional Support Conversations. - Yang Deng 002; Wenxuan Zhang 001; Yifei Yuan 002; Wai Lam (ACL (1), 2023)

Product Question Answering in E-Commerce: A Survey. - Yang Deng 002; Wenxuan Zhang 001; Qian Yu; Wai Lam (ACL (1), 2023)

PeerDA: Data Augmentation via Modeling Peer Relation for Span Identification Tasks. - Weiwen Xu; Xin Li 056; Yang Deng 002; Wai Lam; Lidong Bing (ACL (1), 2023)

Goal Awareness for Conversational AI: Proactivity, Non-collaborativity, and Beyond. - Yang Deng 002; Wenqiang Lei; Minlie Huang; Tat-Seng Chua (ACL (tutorial), 2023)

Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogues. - Hongru Wang 003; Minda Hu; Yang Deng 002; Rui Wang 092; Fei Mi; Weichao Wang; Yasheng Wang; Wai-Chung Kwan; Irwin King; Kam-Fai Wong (EMNLP (Findings), 2023)

Cue-CoT: Chain-of-thought Prompting for Responding to In-depth Dialogue Questions with LLMs. - Hongru Wang 003; Rui Wang 092; Fei Mi; Yang Deng 002; Zezhong Wang 004; Bin Liang 004; Ruifeng Xu 001; Kam-Fai Wong (EMNLP (Findings), 2023)

Beyond Factuality: A Comprehensive Evaluation of Large Language Models as Knowledge Generators. - Liang Chen 001; Yang Deng 002; Yatao Bian; Zeyu Qin; Bingzhe Wu; Tat-Seng Chua; Kam-Fai Wong (EMNLP, 2023)

Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration. - Yang Deng 002; Lizi Liao; Liang Chen 001; Hongru Wang 003; Wenqiang Lei; Tat-Seng Chua (EMNLP (Findings), 2023)

Attack Prompt Generation for Red Teaming and Defending Large Language Models. - Boyi Deng; Wenjie Wang 007; Fuli Feng; Yang Deng 002; Qifan Wang 001; Xiangnan He 001 (EMNLP (Findings), 2023)

DepWiGNN: A Depth-wise Graph Neural Network for Multi-hop Spatial Reasoning in Text. - Shuaiyi Li; Yang Deng 002; Wai Lam (EMNLP (Findings), 2023)

Unifying Text, Tables, and Images for Multimodal Question Answering. - Haohao Luo; Ying Shen 001; Yang Deng 002 (EMNLP (Findings), 2023)

A Survey on Proactive Dialogue Systems: Problems, Methods, and Prospects. - Yang Deng 002; Wenqiang Lei; Wai Lam; Tat-Seng Chua (IJCAI, 2023)

Multimodal Fashion Knowledge Extraction as Captioning. - Yifei Yuan 002; Wenxuan Zhang 001; Yang Deng 002; Wai Lam (SIGIR-AP, 2023)

Rethinking Conversational Agents in the Era of LLMs: Proactivity, Non-collaborativity, and Beyond. - Yang Deng 002; Wenqiang Lei; Minlie Huang; Tat-Seng Chua (SIGIR-AP, 2023)

Learning to Ask Clarification Questions with Spatial Reasoning. - Yang Deng 002; Shuaiyi Li; Wai Lam (SIGIR, 2023)

Prompting and Evaluating Large Language Models for Proactive Dialogues: Clarification, Target-guided, and Non-collaboration. - Yang Deng 002; Wenqiang Lei; Lizi Liao; Tat-Seng Chua (CoRR, 2023)

A Comprehensive Survey on Deep Learning for Relation Extraction: Recent Advances and New Frontiers. - Xiaoyan Zhao 005; Yang Deng 002; Min Yang 007; Lingzhi Wang 001; Rui Zhang 003; Hong Cheng 001; Wai Lam; Ying Shen 001; Ruifeng Xu 001 (CoRR, 2023)

Building Emotional Support Chatbots in the Era of LLMs. - Zhonghua Zheng; Lizi Liao; Yang Deng 002; Liqiang Nie (CoRR, 2023)

Enhancing Large Language Model Induced Task-Oriented Dialogue Systems Through Look-Forward Motivated Goals. - Zhiyuan Hu; Yue Feng 002; Yang Deng 002; Zekun Li 008; See-Kiong Ng; Anh Tuan Luu; Bryan Hooi (CoRR, 2023)

Social Media Fashion Knowledge Extraction as Captioning. - Yifei Yuan 002; Wenxuan Zhang 001; Yang Deng 002; Wai Lam (CoRR, 2023)

Large Language Models as Source Planner for Personalized Knowledge-grounded Dialogue. - Hongru Wang 003; Minda Hu; Yang Deng 002; Rui Wang 092; Fei Mi; Weichao Wang; Yasheng Wang; Wai-Chung Kwan; Irwin King; Kam-Fai Wong (CoRR, 2023)

On Generative Agents in Recommendation. - An Zhang 003; Leheng Sheng; Yuxin Chen; Hao Li; Yang Deng 002; Xiang Wang 010; Tat-Seng Chua (CoRR, 2023)

X-Mark: Towards Lossless Watermarking Through Lexical Redundancy. - Liang Chen 001; Yatao Bian; Yang Deng 002; Shuaiyi Li; Bingzhe Wu; Peilin Zhao; Kam-Fai Wong (CoRR, 2023)

Towards Goal-oriented Intelligent Tutoring Systems in Online Education. - Yang Deng 002; Zifeng Ren; An Zhang 003; Wenqiang Lei; Tat-Seng Chua (CoRR, 2023)

A Unified Multi-task Learning Framework for Multi-goal Conversational Recommender Systems. - Yang Deng 002; Wenxuan Zhang 001; Weiwen Xu; Wenqiang Lei; Tat-Seng Chua; Wai Lam (ACM Trans. Inf. Syst., 2023)

Leveraging Long Short-Term User Preference in Conversational Recommendation via Multi-agent Reinforcement Learning. - Yang Deng 002; Yaliang Li; Bolin Ding; Wai Lam (IEEE Trans. Knowl. Data Eng., 2023)

A Survey on Aspect-Based Sentiment Analysis: Tasks, Methods, and Challenges. - Wenxuan Zhang 001; Xin Li 056; Yang Deng 002; Lidong Bing; Wai Lam (IEEE Trans. Knowl. Data Eng., 2023)

On the Multi-turn Instruction Following for Conversational Web Agents. - Yang Deng 002; Xuan Zhang; Wenxuan Zhang 001; Yifei Yuan 002; See-Kiong Ng; Tat-Seng Chua (ACL (1), 2024)

WatME: Towards Lossless Watermarking Through Lexical Redundancy. - Liang Chen 001; Yatao Bian; Yang Deng 002; Deng Cai 002; Shuaiyi Li; Peilin Zhao; Kam-Fai Wong (ACL (1), 2024)

STYLE: Improving Domain Transferability of Asking Clarification Questions in Large Language Model Powered Conversational Agents. - Yue Chen; Chen Huang 006; Yang Deng 002; Wenqiang Lei; Dingnan Jin; Jia Liu; Tat-Seng Chua (ACL (Findings), 2024)

Chain-of-Exemplar: Enhancing Distractor Generation for Multimodal Educational Question Generation. - Haohao Luo; Yang Deng 002; Ying Shen 001; See-Kiong Ng; Tat-Seng Chua (ACL (1), 2024)

CLAMBER: A Benchmark of Identifying and Clarifying Ambiguous Information Needs in Large Language Models. - Tong Zhang; Peixin Qin; Yang Deng 002; Chen Huang 006; Wenqiang Lei; Junhong Liu; Dingnan Jin; Hongru Liang; Tat-Seng Chua (ACL (1), 2024)

Self-chats from Large Language Models Make Small Emotional Support Chatbot Better. - Zhonghua Zheng; Lizi Liao; Yang Deng 002; Libo Qin 001; Liqiang Nie (ACL (1), 2024)

Unlocking Markets: A Multilingual Benchmark to Cross-Market Question Answering. - Yifei Yuan 002; Yang Deng 002; Anders Søgaard; Mohammad Aliannejadi (EMNLP, 2024)

Experience as Source for Anticipation and Planning: Experiential Policy Learning for Target-driven Recommendation Dialogues. - Huy Dao; Yang Deng 002; Khanh-Huyen Bui; Dung D. Le; Lizi Liao (EMNLP (Findings), 2024)

Don't Just Say "I don't know"! Self-aligning Large Language Models for Responding to Unknown Questions with Explanations. - Yang Deng 002; Yong Zhao; Moxin Li; See-Kiong Ng; Tat-Seng Chua (EMNLP, 2024)

Selective Annotation via Data Allocation: These Data Should Be Triaged to Experts for Annotation Rather Than the Model. - Chen Huang 006; Yang Deng 002; Wenqiang Lei; Jiancheng Lv 001; Ido Dagan (EMNLP (Findings), 2024)

Consecutive Batch Model Editing with HooK Layers. - Shuaiyi Li; Yang Deng 002; Deng Cai 002; Hongyuan Lu; Liang Chen 001; Wai Lam (EMNLP, 2024)

Beyond Persuasion: Towards Conversational Recommender System with Credible Explanations. - Peixin Qin; Chen Huang 006; Yang Deng 002; Wenqiang Lei; Tat-Seng Chua (EMNLP (Findings), 2024)

Ask-before-Plan: Proactive Language Agents for Real-World Planning. - Xuan Zhang; Yang Deng 002; Zifeng Ren; See-Kiong Ng; Tat-Seng Chua (EMNLP (Findings), 2024)

Strength Lies in Differences! Improving Strategy Planning for Non-collaborative Dialogues via Diversified User Simulation. - Tong Zhang; Chen Huang 006; Yang Deng 002; Hongru Liang; Jia Liu; Zujie Wen; Wenqiang Lei; Tat-Seng Chua (EMNLP, 2024)

Thoughts to Target: Enhance Planning for Target-driven Conversation. - Zhonghua Zheng; Lizi Liao; Yang Deng 002; Ee-Peng Lim; Minlie Huang; Liqiang Nie (EMNLP, 2024)

Plug-and-Play Policy Planner for Large Language Model Powered Dialogue Agents. - Yang Deng 002; Wenxuan Zhang 001; Wai Lam; See-Kiong Ng; Tat-Seng Chua (ICLR, 2024)

Large Language Model Powered Agents for Information Retrieval. - An Zhang 003; Yang Deng 002; Yankai Lin; Xu Chen 017; Ji-Rong Wen; Tat-Seng Chua (SIGIR, 2024)

Broadening the View: Demonstration-augmented Prompt Learning for Conversational Recommendation. - Huy Dao; Yang Deng 002; Dung D. Le; Lizi Liao (SIGIR, 2024)

Towards Human-centered Proactive Conversational Agents. - Yang Deng 002; Lizi Liao; Zhonghua Zheng; Grace Hui Yang; Tat-Seng Chua (SIGIR, 2024)

Large Language Model Powered Agents in the Web. - Yang Deng 002; An Zhang 003; Yankai Lin; Xu Chen 017; Ji-Rong Wen; Tat-Seng Chua (WWW (Companion Volume), 2024)

UniMS-RAG: A Unified Multi-source Retrieval-Augmented Generation for Personalized Dialogue Systems. - Hongru Wang 003; Wenyu Huang; Yang Deng 002; Rui Wang 092; Zezhong Wang 004; Yufei Wang 005; Fei Mi; Jeff Z. Pan; Kam-Fai Wong (CoRR, 2024)

Gotcha! Don't trick me with unanswerable questions! Self-aligning Large Language Models for Responding to Unknown Questions. - Yang Deng 002; Yong Zhao; Moxin Li; See-Kiong Ng; Tat-Seng Chua (CoRR, 2024)

Consecutive Model Editing with Batch alongside HooK Layers. - Shuaiyi Li; Yang Deng 002; Deng Cai 002; Hongyuan Lu; Liang Chen 001; Wai Lam (CoRR, 2024)

Strength Lies in Differences! Towards Effective Non-collaborative Dialogues via Tailored Strategy Planning. - Tong Zhang; Chen Huang 006; Yang Deng 002; Hongru Liang; Jia Liu; Zujie Wen; Wenqiang Lei; Tat-Seng Chua (CoRR, 2024)

Concept - An Evaluation Protocol on Conversational Recommender Systems with System-centric and User-centric Factors. - Chen Huang 006; Peixin Qin; Yang Deng 002; Wenqiang Lei; Jiancheng Lv 001; Tat-Seng Chua (CoRR, 2024)

Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems. - Chuang Li 006; Yang Deng 002; Hengchang Hu; Min-Yen Kan; Haizhou Li 001 (CoRR, 2024)

Co-Matching: Towards Human-Machine Collaborative Legal Case Matching. - Chen Huang 006; Xinwei Yang; Yang Deng 002; Wenqiang Lei; Jiancheng Lv 001; Tat-Seng Chua (CoRR, 2024)

Towards Comprehensive and Efficient Post Safety Alignment of Large Language Models via Safety Patching. - Weixiang Zhao; Yulin Hu; Zhuojun Li; Yang Deng 002; Yanyan Zhao; Bing Qin 001; Tat-Seng Chua (CoRR, 2024)

The Oscars of AI Theater: A Survey on Role-Playing with Language Models. - Nuo Chen; Yang Deng 002; Jia Li (CoRR, 2024)

Lens: Rethinking Multilingual Enhancement for Large Language Models. - Weixiang Zhao; Yulin Hu; Jiahe Guo; Xingyu Sui; Tongtong Wu; Yang Deng 002; Yanyan Zhao; Bing Qin 001; Wanxiang Che; Ting Liu 001 (CoRR, 2024)

EvoWiki: Evaluating LLMs on Evolving Knowledge. - Wei Tang 015; Yixin Cao 002; Yang Deng 002; Jiahao Ying; Bo Wang; Yizhe Yang; Yuyue Zhao; Qi Zhang 001; Xuanjing Huang 001; Yu-Gang Jiang 001; Yong Liao (CoRR, 2024)

A Unified Framework for Contextual and Factoid Question Generation. - Chenhe Dong; Ying Shen 001; Shiyang Lin; Zhenzhou Lin; Yang Deng 002 (IEEE Trans. Knowl. Data Eng., 2024)

Nonfactoid Question Answering as Query-Focused Summarization With Graph-Enhanced Multihop Inference. - Yang Deng 002; Wenxuan Zhang 001; Weiwen Xu; Ying Shen 001; Wai Lam (IEEE Trans. Neural Networks Learn. Syst., 2024)

A Comprehensive Survey on Relation Extraction: Recent Advances and New Frontiers. - Xiaoyan Zhao 005; Yang Deng 002; Min Yang 007; Lingzhi Wang 001; Rui Zhang 003; Hong Cheng 001; Wai Lam; Ying Shen 001; Ruifeng Xu 001 (ACM Comput. Surv., 2024)

LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph. - Tu Ao; Yanhua Yu; Yuling Wang; Yang Deng 002; Zirui Guo; Liang Pang; Pinghui Wang; Tat-Seng Chua; Xiao Zhang; Zhen Cai (AAAI, 2025)

Aligning Large Language Models for Faithful Integrity Against Opposing Argument. - Yong Zhao; Yang Deng 002; See-Kiong Ng; Tat-Seng Chua (AAAI, 2025)

FACT-AUDIT: An Adaptive Multi-Agent Framework for Dynamic Fact-Checking Evaluation of Large Language Models. - Hongzhan Lin 001; Yang Deng 002; Yuxuan Gu; Wenxuan Zhang 001; Jing Ma 004; See-Kiong Ng; Tat-Seng Chua (ACL (1), 2025)

How to Enable Effective Cooperation Between Humans and NLP Models: A Survey of Principles, Formalizations, and Beyond. - Chen Huang 006; Yang Deng 002; Wenqiang Lei; Jiancheng Lv 001; Tat-Seng Chua; Jimmy Huang 001 (ACL (1), 2025)

EvoWiki: Evaluating LLMs on Evolving Knowledge. - Wei Tang 015; Yixin Cao 006; Yang Deng 002; Jiahao Ying; Bo Wang; Yizhe Yang; Yuyue Zhao; Qi Zhang 001; Xuanjing Huang 001; Yu-Gang Jiang 001; Yong Liao (ACL (1), 2025)

Knowledge Boundary of Large Language Models: A Survey. - Moxin Li; Yong Zhao; Wenxuan Zhang 001; Shuaiyi Li; Wenya Xie; See-Kiong Ng; Tat-Seng Chua; Yang Deng 002 (ACL (1), 2025)

Browsing Like Human: A Multimodal Web Agent with Experiential Fast-and-Slow Thinking. - Haohao Luo; Jiayi Kuang; Wei Liu 005; Ying Shen 001; Jian Luan 001; Yang Deng 002 (ACL (1), 2025)

Beware of Your Po! Measuring and Mitigating AI Safety Risks in Role-Play Fine-Tuning of LLMs. - Weixiang Zhao; Yulin Hu; Yang Deng 002; Jiahe Guo; Xingyu Sui; Xinyang Han; An Zhang 003; Yanyan Zhao; Bing Qin 001; Tat-Seng Chua; Ting Liu 001 (ACL (1), 2025)

MPO: Multilingual Safety Alignment via Reward Gap Optimization. - Weixiang Zhao; Yulin Hu; Yang Deng 002; Tongtong Wu; Wenxuan Zhang 001; Jiahe Guo; An Zhang 003; Yanyan Zhao; Bing Qin 001; Tat-Seng Chua; Ting Liu 001 (ACL (1), 2025)

PEARL: Towards Permutation-Resilient LLMs. - Liang Chen 001; Li Shen 008; Yang Deng 002; Xiaoyan Zhao 005; Bin Liang 004; Kam-Fai Wong (ICLR, 2025)

ChatCRS: Incorporating External Knowledge and Goal Guidance for LLM-based Conversational Recommender Systems. - Chuang Li 006; Yang Deng 002; Hengchang Hu; Min-Yen Kan; Haizhou Li 001 (NAACL (Findings), 2025)

Hello Again! LLM-powered Personalized Agent for Long-term Dialogue. - Hao Li; Chenghao Yang; An Zhang 003; Yang Deng 002; Xiang Wang 010; Tat-Seng Chua (NAACL (Long Papers), 2025)

Unveiling Knowledge Boundary of Large Language Models for Trustworthy Information Access. - Yang Deng 002; Moxin Li; Liang Pang; Wenxuan Zhang 001; Wai Lam (SIGIR, 2025)

Query Understanding in LLM-based Conversational Information Seeking. - Yifei Yuan 002; Zahra Abbasiantaeb; Yang Deng 002; Mohammad Aliannejadi (WWW (Companion Volume), 2025)

From Personas to Talks: Revisiting the Impact of Personas on LLM-Synthesized Emotional Support Conversations. - Shenghan Wu; Yang Deng 002; Yimo Zhu; Wynne Hsu; Mong-Li Lee (CoRR, 2025)

Chain of Strategy Optimization Makes Large Language Models Better Emotional Supporter. - Weixiang Zhao; Xingyu Sui; Xinyang Han; Yang Deng 002; Yulin Hu; Jiahe Guo; Libo Qin 001; Qianyun Du; Shijin Wang 001; Yanyan Zhao; Bing Qin 001; Ting Liu 001 (CoRR, 2025)

Trade-offs in Large Reasoning Models: An Empirical Analysis of Deliberative and Adaptive Reasoning over Foundational Capabilities. - Weixiang Zhao; Xingyu Sui; Jiahe Guo; Yulin Hu; Yang Deng 002; Yanyan Zhao; Bing Qin 001; Wanxiang Che; Tat-Seng Chua; Ting Liu 001 (CoRR, 2025)

Why Stop at One Error? Benchmarking LLMs as Data Science Code Debuggers for Multi-Hop and Multi-Bug Errors. - Zhiyu Yang; Shuo Wang; Yukun Yan; Yang Deng 002 (CoRR, 2025)

AdaSteer: Your Aligned LLM is Inherently an Adaptive Jailbreak Defender. - Weixiang Zhao; Jiahe Guo; Yulin Hu; Yang Deng 002; An Zhang 003; Xingyu Sui; Xinyang Han; Yanyan Zhao; Bing Qin 001; Tat-Seng Chua; Ting Liu 001 (CoRR, 2025)

Exploring the Impact of Personality Traits on Conversational Recommender Systems: A Simulation with Large Language Models. - Xiaoyan Zhao 005; Yang Deng 002; Wenjie Wang 007; Hongzhan Lin 001; Hong Cheng 001; Rui Zhang 003; See-Kiong Ng; Tat-Seng Chua (CoRR, 2025)

RAVENEA: A Benchmark for Multimodal Retrieval-Augmented Visual Culture Understanding. - Jiaang Li 002; Yifei Yuan 002; Wenyan Li 001; Mohammad Aliannejadi; Daniel Hershcovich; Anders Søgaard; Ivan Vulic; Wenxuan Zhang 001; Paul Pu Liang; Yang Deng 002; Serge J. Belongie (CoRR, 2025)

When Less Language is More: Language-Reasoning Disentanglement Makes LLMs Better Multilingual Reasoners. - Weixiang Zhao; Jiahe Guo; Yang Deng 002; Tongtong Wu; Wenxuan Zhang 001; Yulin Hu; Xingyu Sui; Yanyan Zhao; Wanxiang Che; Bing Qin 001; Tat-Seng Chua; Ting Liu 001 (CoRR, 2025)

The Rise of Parameter Specialization for Knowledge Storage in Large Language Models. - Yihuai Hong; Yiran Zhao 006; Wei Tang 015; Yang Deng 002; Yu Rong; Wenxuan Zhang 001 (CoRR, 2025)

InComeS: Integrating Compression and Selection Mechanisms into LLMs for Efficient Model Editing. - Shuaiyi Li; Zhisong Zhang; Yang Deng 002; Chenlong Deng; Tianqing Fang; Hongming Zhang 009; Haitao Mi; Dong Yu 001; Wai Lam (CoRR, 2025)

Proactive Conversational AI: A Comprehensive Survey of Advancements and Opportunities. - Yang Deng 002; Lizi Liao; Wenqiang Lei; Grace Hui Yang; Wai Lam; Tat-Seng Chua (ACM Trans. Inf. Syst., 2025)

Mitigating Safety Fallback in Editing-based Backdoor Injection on LLMs. - Houcheng Jiang; Zetong Zhao; Junfeng Fang; Haokai Ma; Ruipeng Wang; Yang Deng 002; Xiang Wang 010; Xiangnan He 001 (CoRR, 2025)

Exploring and Exploiting the Inherent Efficiency within Large Reasoning Models for Self-Guided Efficiency Enhancement. - Weixiang Zhao; Jiahe Guo; Yang Deng 002; Xingyu Sui; Yulin Hu; Yanyan Zhao; Wanxiang Che; Bing Qin 001; Tat-Seng Chua; Ting Liu 001 (CoRR, 2025)

Learning-to-Context Slope: Evaluating In-Context Learning Effectiveness Beyond Performance Illusions. - Dingzriui Wang; Xuanliang Zhang; Keyan Xu; Qingfu Zhu; Wanxiang Che; Yang Deng 002 (CoRR, 2025)

V-SYNTHESIS: Task-Agnostic Synthesis of Consistent and Diverse In-Context Demonstrations from Scratch via V-Entropy. - Dingzirui Wang; Xuanliang Zhang; Keyan Xu; Qingfu Zhu; Wanxiang Che; Yang Deng 002 (CoRR, 2025)

Multi-Layer Attention is the Amplifier of Demonstration Effectiveness. - Dingzirui Wang; Xuangliang Zhang; Keyan Xu; Qingfu Zhu; Wanxiang Che; Yang Deng 002 (CoRR, 2025)

CARE: Contextual Adaptation of Recommenders for LLM-based Conversational Recommendation. - Chuang Li 006; Yang Deng 002; Hengchang Hu; See-Kiong Ng; Min-Yen Kan; Haizhou Li 001 (CoRR, 2025)