Lifetime Lexical Variation in Social Media. - Lizi Liao; Jing Jiang 001; Ying Ding 005; Heyan Huang; Ee-Peng Lim (AAAI, 2014)

Generating Supplementary Travel Guides from Social Media. - Liu Yang 005; Jing Jiang 001; Lifu Huang; Minghui Qiu; Lizi Liao (COLING, 2014)

A study of age gaps between online friends. - Lizi Liao; Jing Jiang 001; Ee-Peng Lim; Heyan Huang (HT, 2014)

Multi-roles Affiliation Model for General User Profiling. - Lizi Liao; Heyan Huang; Yashen Wang (DASFAA Workshops, 2015)

SLR: A scalable latent role model for attribute completion and tie prediction in social networks. - Lizi Liao; Qirong Ho; Jing Jiang 001; Ee-Peng Lim (ICDE, 2016)

Representativeness-aware Aspect Analysis for Brand Monitoring in Social Media. - Lizi Liao; Xiangnan He 001; Zhaochun Ren; Liqiang Nie; Huan Xu; Tat-Seng Chua (IJCAI, 2017)

Neural Collaborative Filtering. - Xiangnan He 001; Lizi Liao; Hanwang Zhang; Liqiang Nie; Xia Hu 001; Tat-Seng Chua (WWW, 2017)

Interpretable Multimodal Retrieval for Fashion Products. - Lizi Liao; Xiangnan He 001; Bo Zhao; Chong-Wah Ngo; Tat-Seng Chua (ACM Multimedia, 2018)

Knowledge-aware Multimodal Dialogue Systems. - Lizi Liao; Yunshan Ma; Xiangnan He 001; Richang Hong; Tat-Seng Chua (ACM Multimedia, 2018)

Knowledge-aware Multimodal Fashion Chatbot. - Lizi Liao; You Zhou; Yunshan Ma; Richang Hong; Tat-Seng Chua (ACM Multimedia, 2018)

Attributed Social Network Embedding. - Lizi Liao; Xiangnan He 001; Hanwang Zhang; Tat-Seng Chua (IEEE Trans. Knowl. Data Eng., 2018)

TransNFCM: Translation-Based Neural Fashion Compatibility Modeling. - Xun Yang 001; Yunshan Ma; Lizi Liao; Meng Wang 001; Tat-Seng Chua (AAAI, 2019)

Automatic Fashion Knowledge Extraction from Social Media. - Yunshan Ma; Lizi Liao; Tat-Seng Chua (ACM Multimedia, 2019)

Who, Where, and What to Wear?: Extracting Fashion Knowledge from Social Media. - Yunshan Ma; Xun Yang 001; Lizi Liao; Yixin Cao 002; Tat-Seng Chua (ACM Multimedia, 2019)

Neural Multimodal Belief Tracker with Adaptive Attention for Dialogue Systems. - Zheng Zhang 020; Lizi Liao; Minlie Huang; Xiaoyan Zhu 001; Tat-Seng Chua (WWW, 2019)

Deep Conversational Recommender in Travel. - Lizi Liao; Ryuichi Takanobu; Yunshan Ma; Xun Yang 001; Minlie Huang; Tat-Seng Chua (CoRR, 2019)

Learning Goal-oriented Dialogue Policy with opposite Agent Awareness. - Zheng Zhang 020; Lizi Liao; Xiaoyan Zhu 001; Tat-Seng Chua; Zitao Liu 001; Yan Huang; Minlie Huang (AACL/IJCNLP, 2020)

Knowledge Enhanced Neural Fashion Trend Forecasting. - Yunshan Ma; Yujuan Ding; Xun Yang 001; Lizi Liao; Wai Keung Wong; Tat-Seng Chua (ICMR, 2020)

Crowd Knowledge Enhanced Multimodal Conversational Assistant in Travel Domain. - Lizi Liao; Lyndon Kennedy; Lynn Wilcox; Tat-Seng Chua (MMM (1), 2020)

Reproducibility Companion Paper: Knowledge Enhanced Neural Fashion Trend Forecasting. - Yunshan Ma; Yujuan Ding; Xun Yang 001; Lizi Liao; Wai Keung Wong; Tat-Seng Chua; Jinyoung Moon; Hong-Han Shuai (ICMR, 2021)

Towards Enriching Responses with Crowd-sourced Knowledge for Task-oriented Dialogue. - Yingxu He; Lizi Liao; Zheng Zhang 020; Tat-Seng Chua (MuCAI @ ACM Multimedia, 2021)

MMConv: An Environment for Multimodal Conversational Search across Multiple Domains. - Lizi Liao; Le Hong Long; Zheng Zhang 020; Minlie Huang; Tat-Seng Chua (SIGIR, 2021)

Multi-domain Dialogue State Tracking with Recursive Inference. - Lizi Liao; Tongyao Zhu; Le Hong Long; Tat-Seng Chua (WWW, 2021)

Dialogue State Tracking with Incremental Reasoning. - Lizi Liao; Le Hong Long; Yunshan Ma; Wenqiang Lei; Tat-Seng Chua (Trans. Assoc. Comput. Linguistics, 2021)

Conversation Disentanglement with Bi-Level Contrastive Learning. - Chengyu Huang 003; Zheng Zhang 020; Hao Fei 001; Lizi Liao (EMNLP (Findings), 2022)

A Unified Dialogue User Simulator for Few-shot Data Augmentation. - Dazhen Wan; Zheng Zhang 020; Qi Zhu 007; Lizi Liao; Minlie Huang (EMNLP (Findings), 2022)

Semi-supervised New Slot Discovery with Incremental Clustering. - Yuxia Wu; Lizi Liao; Xueming Qian; Tat-Seng Chua (EMNLP (Findings), 2022)

Reflecting on Experiences for Response Generation. - Chenchen Ye 001; Lizi Liao; Suyu Liu; Tat-Seng Chua (ACM Multimedia, 2022)

Structured and Natural Responses Co-generation for Conversational Search. - Chenchen Ye 001; Lizi Liao; Fuli Feng; Wei Ji 008; Tat-Seng Chua (SIGIR, 2022)

Multi-Relation Extraction via A Global-Local Graph Convolutional Network. - Harry Cheng 002; Lizi Liao; Linmei Hu; Liqiang Nie (IEEE Trans. Big Data, 2022)

Topic-Guided Conversational Recommender in Multiple Domains. - Lizi Liao; Ryuichi Takanobu; Yunshan Ma; Xun Yang 001; Minlie Huang; Tat-Seng Chua (IEEE Trans. Knowl. Data Eng., 2022)

A Patience-Aware Recommendation Scheme for Shared Accounts on Mobile Devices. - Kaili Mao; Jianwei Niu 002; Xuefeng Liu 001; Shaojie Tang 001; Lizi Liao; Tat-Seng Chua (IEEE Trans. Knowl. Data Eng., 2022)

Leveraging Multiple Relations for Fashion Trend Forecasting Based on Social Media. - Yujuan Ding; Yunshan Ma; Lizi Liao; Wai Keung Wong; Tat-Seng Chua (IEEE Trans. Multim., 2022)

DiaASQ: A Benchmark of Conversational Aspect-based Sentiment Quadruple Analysis. - Bobo Li; Hao Fei 001; Fei Li 021; Yuhan Wu; Jinsong Zhang; Shengqiong Wu; Jingye Li; Yijiang Liu; Lizi Liao; Tat-Seng Chua; Donghong Ji (ACL (Findings), 2023)

End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions. - Libo Qin 001; Wenbo Pan; Qiguang Chen; Lizi Liao; Zhou Yu; Yue Zhang 004; Wanxiang Che; Min Li 007 (EMNLP, 2023)

Reinforced Target-driven Conversational Promotion. - Huy Dao; Lizi Liao; Dung D. Le; Yuxiang Nie (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)

ClusterPrompt: Cluster Semantic Enhanced Prompt Learning for New Intent Discovery. - Jinggui Liang; Lizi Liao (EMNLP (Findings), 2023)

Partial Annotation-based Video Moment Retrieval via Iterative Learning. - Wei Ji 008; Renjie Liang; Lizi Liao; Hao Fei 001; Fuli Feng (ACM Multimedia, 2023)

Revisiting Disentanglement and Fusion on Modality and Context in Conversational Multimodal Emotion Recognition. - Bobo Li; Hao Fei 001; Lizi Liao; Yu Zhao 043; Chong Teng; Tat-Seng Chua; Donghong Ji; Fei Li 021 (ACM Multimedia, 2023)

Real: A Representative Error-Driven Approach for Active Learning. - Cheng Chen; Yong Wang 021; Lizi Liao; Yueguo Chen; Xiaoyong Du 001 (ECML/PKDD (1), 2023)

Proactive Conversational Agents in the Post-ChatGPT World. - Lizi Liao; Grace Hui Yang; Chirag Shah 001 (SIGIR, 2023)

Proactive Conversational Agents. - Lizi Liao; Grace Hui Yang; Chirag Shah 001 (WSDM, 2023)

Actively Discovering New Slots for Task-oriented Conversation. - Yuxia Wu; Tianhao Dai; Zhedong Zheng; Lizi Liao (CoRR, 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)

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

State Graph Reasoning for Multimodal Conversational Recommendation. - Yuxia Wu; Lizi Liao; Gangyi Zhang; Wenqiang Lei; Guoshuai Zhao; Xueming Qian; Tat-Seng Chua (IEEE Trans. Multim., 2023)

Harnessing Holistic Discourse Features and Triadic Interaction for Sentiment Quadruple Extraction in Dialogues. - Bobo Li; Hao Fei 001; Lizi Liao; Yu Zhao 043; Fangfang Su; Fei Li 021; Donghong Ji (AAAI, 2024)

Reverse Multi-Choice Dialogue Commonsense Inference with Graph-of-Thought. - Li Zheng; Hao Fei 001; Fei Li 021; Bobo Li; Lizi Liao; Donghong Ji; Chong Teng (AAAI, 2024)

Planning Like Human: A Dual-process Framework for Dialogue Planning. - Tao He; Lizi Liao; Yixin Cao 002; Yuanxing Liu 001; Ming Liu 004; Zerui Chen; Bing Qin 001 (ACL (1), 2024)

Synergizing Large Language Models and Pre-Trained Smaller Models for Conversational Intent Discovery. - Jinggui Liang; Lizi Liao; Hao Fei 001; Jing Jiang 001 (ACL (Findings), 2024)

Analyzing Temporal Complex Events with Large Language Models? A Benchmark towards Temporal, Long Context Understanding. - Zhihan Zhang 003; Yixin Cao 002; Chenchen Ye 001; Yunshan Ma; Lizi Liao; 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)

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)

PCQPR: Proactive Conversational Question Planning with Reflection. - Shasha Guo 002; Lizi Liao; Jing Zhang 001; Cuiping Li 001; Hong Chen 001 (EMNLP, 2024)

A Survey of Ontology Expansion for Conversational Understanding. - Jinggui Liang; Yuxia Wu; Yuan Fang 001; Hao Fei 001; Lizi Liao (EMNLP, 2024)

Balancing Visual Context Understanding in Dialogue for Image Retrieval. - Zhaohui Wei; Lizi Liao; Xiaoyu Du 002; Xinguang Xiang (EMNLP (Findings), 2024)

DC-Instruct: An Effective Framework for Generative Multi-intent Spoken Language Understanding. - Bowen Xing; Lizi Liao; Minlie Huang; Ivor W. Tsang (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)

A Survey on Neural Question Generation: Methods, Applications, and Prospects. - Shasha Guo 002; Lizi Liao; Cuiping Li 001; Tat-Seng Chua (IJCAI, 2024)

Self-Adaptive Fine-grained Multi-modal Data Augmentation for Semi-supervised Muti-modal Coreference Resolution. - Li Zheng; Boyu Chen; Hao Fei 001; Fei Li 021; Shengqiong Wu; Lizi Liao; Donghong Ji; Chong Teng (ACM Multimedia, 2024)

The 2nd International Workshop on Deep Multi-modal Generation and Retrieval. - Wei Ji 008; Hao Fei 001; Yinwei Wei; Zhedong Zheng; Juncheng Li 006; Long Chen 016; Lizi Liao; Yueting Zhuang; Roger Zimmermann (MMGR@MM, 2024)

SGSH: Stimulate Large Language Models with Skeleton Heuristics for Knowledge Base Question Generation. - Shasha Guo 002; Lizi Liao; Jing Zhang 001; Yanling Wang; Cuiping Li 001; Hong Chen 001 (NAACL-HLT (Findings), 2024)

Actively Learn from LLMs with Uncertainty Propagation for Generalized Category Discovery. - Jinggui Liang; Lizi Liao; Hao Fei 001; Bobo Li; Jing Jiang 001 (NAACL-HLT, 2024)

Mix-Initiative Response Generation with Dynamic Prefix Tuning. - Yuxiang Nie; Heyan Huang; Xian-Ling Mao; Lizi Liao (NAACL-HLT, 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)

On the Feasibility of Simple Transformer for Dynamic Graph Modeling. - Yuxia Wu; Yuan Fang 001; Lizi Liao (WWW, 2024)

Learning to Ask Critical Questions for Assisting Product Search. - Zixuan Li; Lizi Liao; Tat-Seng Chua (CoRR, 2024)

Contrastive Pre-training for Deep Session Data Understanding. - Zixuan Li; Lizi Liao; Yunshan Ma; Tat-Seng Chua (CoRR, 2024)

Multilingual Large Language Model: A Survey of Resources, Taxonomy and Frontiers. - Libo Qin 001; Qiguang Chen; Yuhang Zhou; Zhi Chen 006; Yinghui Li; Lizi Liao; Min Li 007; Wanxiang Che; Philip S. Yu (CoRR, 2024)

EmpathyEar: An Open-source Avatar Multimodal Empathetic Chatbot. - Hao Fei 001; Han Zhang; Bin Wang 004; Lizi Liao; Qian Liu 012; Erik Cambria (CoRR, 2024)

Towards Multimodal Emotional Support Conversation Systems. - Yuqi Chu; Lizi Liao; Zhiyuan Zhou; Chong-Wah Ngo; Richang Hong (CoRR, 2024)

Beyond ChatGPT: Enhancing Software Quality Assurance Tasks with Diverse LLMs and Validation Techniques. - Ratnadira Widyasari; David Lo 001; Lizi Liao (CoRR, 2024)

Grounding is All You Need? Dual Temporal Grounding for Video Dialog. - You Qin; Wei Ji 008; Xinze Lan; Hao Fei 001; Xun Yang 001; Dan Guo 001; Roger Zimmermann; Lizi Liao (CoRR, 2024)

Active Discovering New Slots for Task-Oriented Conversation. - Yuxia Wu; Tianhao Dai; Zhedong Zheng; Lizi Liao (IEEE ACM Trans. Audio Speech Lang. Process., 2024)

Simulation-Free Hierarchical Latent Policy Planning for Proactive Dialogues. - Tao He; Lizi Liao; Yixin Cao 002; Yuanxing Liu 001; Yiheng Sun; Zerui Chen; Ming Liu 004; Bing Qin 001 (AAAI, 2025)

XFinBench: Benchmarking LLMs in Complex Financial Problem Solving and Reasoning. - Zhihan Zhang 003; Yixin Cao 002; Lizi Liao (ACL (Findings), 2025)

Breaking the Reasoning Barrier A Survey on LLM Complex Reasoning through the Lens of Self-Evolution. - Tao He; Hao Li; Jingchang Chen; Runxuan Liu; Yixin Cao 002; Lizi Liao; Zihao Zheng; Zheng Chu; Jiafeng Liang; Ming Liu 004; Bing Qin 001 (ACL (Findings), 2025)

Colloquial Singaporean English Style Transfer with Fine-Grained Explainable Control. - Jinggui Liang; Dung Vo; Yap Hong Xian; Hai Leong Chieu; Kian Ming Adam Chai; Jing Jiang 001; Lizi Liao (ACL (1), 2025)

MeMoTune: A Measure and Moment-Driven Fine-Tuning Framework for Quantized Large Language Models. - Yun Zhang 020; Xue Geng; Lizi Liao; Jintong Sun; Minghe Yu; Ge Yu 001 (ACL (Findings), 2025)

Debate, Reflect, and Distill: Multi-Agent Feedback with Tree-Structured Preference Optimization for Efficient Language Model Enhancement. - Xiaofeng Zhou; Heyan Huang; Lizi Liao (ACL (Findings), 2025)

Simulating Before Planning: Constructing Intrinsic User World Model for User-Tailored Dialogue Policy Planning. - Tao He; Lizi Liao; Ming Liu 004; Bing Qin 001 (SIGIR, 2025)

Retrieval Augmented Generation for Dynamic Graph Modeling. - Yuxia Wu; Lizi Liao; Yuan Fang 001 (SIGIR, 2025)

Towards Multimodal Empathetic Response Generation: A Rich Text-Speech-Vision Avatar-based Benchmark. - Han Zhang; Zixiang Meng; Meng Luo 002; Hong Han 001; Lizi Liao; Erik Cambria; Hao Fei 001 (WWW, 2025)

A survey of multilingual large language models. - Libo Qin 001; Qiguang Chen; Yuhang Zhou; Zhi Chen 006; Yinghui Li; Lizi Liao; Min Li 007; Wanxiang Che; Philip S. Yu (Patterns, 2025)

Revisiting Conversation Discourse for Dialogue Disentanglement. - Bobo Li; Hao Fei 001; Fei Li 021; Shengqiong Wu; Lizi Liao; Yinwei Wei; Tat-Seng Chua; Donghong Ji (ACM Trans. Inf. Syst., 2025)

Enhancing Chart-to-Code Generation in Multimodal Large Language Models via Iterative Dual Preference Learning. - Zhihan Zhang 003; Yixin Cao 002; Lizi Liao (CoRR, 2025)

Enriching Responses with Crowd-Sourced Knowledge for Task-Oriented Conversational Agents. - Zhaohui Wei; Lizi Liao; Xinguang Xiang; Xiaoyu Du 002 (ACM Trans. Intell. Syst. Technol., 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)

Good Learners Think Their Thinking: Generative PRM Makes Large Reasoning Model More Efficient Math Learner. - Tao He; Rongchuan Mu; Lizi Liao; Yixin Cao 002; Ming Liu 004; Bing Qin 001 (CoRR, 2025)