📝 Publications

Classified by main research concern (Partial)

🎯 Chain-of-Thought & Reasoning

• 🏆 NeurIPS 2024 (Oral, Top 0.5% submitted paper, Top 1.8% accepted paper) Unlocking the Capabilities of Thought: A Reasoning Boundary Framework to Quantify and Optimize Chain-of-Thought, Qiguang Chen, Libo Qin, Jiaqi Wang, Jinxuan Zhou, Wanxiang Che. (Overall Score: 8, 7, 7, 7, 6) Reasoning
• 🏆 Science China Information Sciences (Commission & Invited, LMG Best Poster, Citation: 250+) Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models, Qiguang Chen, Libo Qin, Jinhao Liu, Dengyun Peng, Jiannan Guan, Peng Wang, Mengkang Hu, Yuhang Zhou, Te Gao, Wanxiang Che. Reasoning
• 🔥 AAAI 2026 Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Extreme Reasoning Efficiency in Large Language Models, Qiguang Chen*, Dengyun Peng*, Jinhao Liu, HuiKang Su, Jiannan Guan, Libo Qin, Wanxiang Che. Reasoning
• 🔥 AAAI 2026 Beware of Reasoning Overconfidence: Pitfalls in the Reasoning Process for Multi-solution Tasks, Jiannan Guan*, Qiguang Chen*, Libo Qin, Dengyun Peng, Jinhao Liu, Liangyu Huo, Jian Xie, Wanxiang Che. Reasoning
• 🔥 Arxiv 2025 The Universal Landscape of Human Reasoning, Qiguang Chen*, Jinhao Liu*, Libo Qin, Yimeng Zhang, Yihao Liang, Shangxu Ren, Chengyu Luan, Dengyun Peng, Hanjing Li, Jiannan Guan, Zheng Yan, Jiaqi Wang, Mengkang Hu, Yantao Du, Zhi Chen, Xie Chen, Wanxiang Che. Reasoning
• Arxiv 2025 RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning, Qiguang Chen, Libo Qin, Jinhao Liu, Yue Liao, Jiaqi Wang, Jingxuan Zhou, Wanxiang Che. Reasoning
• Arxiv 2025 Electronic Circuit Principles of Large Language Models, Qiguang Chen, Libo Qin, Jinhao Liu, Dengyun Peng, Jiaqi Wang, Mengkang Hu, Zhi Chen, Wanxiang Che, Ting Liu. Reasoning
• Arxiv 2025 Truly Assessing Fluid Intelligence of Large Language Models through Dynamic Reasoning Evaluation, Yue Yang, MingKang Chen, Qihua Liu, Mengkang Hu, Qiguang Chen, Gengrui Zhang, Shuyue Hu, Guangtao Zhai, Yu Qiao, Yu Wang, Wenqi Shao, Ping Luo. Reasoning
• EMNLP 2024 (Findings) Wrong-of-Thought: An Integrated Reasoning Framework with Multi-Perspective Verification and Wrong Information, Yongheng Zhang, Qiguang Chen, Jingxuan Zhou, Peng Wang, Jiasheng Si, Jin Wang, Wenpeng Lu, Libo Qin. Reasoning

🕹️ Agentic Reasoning

• 🔥 Arxiv 2025 AutoPR: Let’s Automate Your Academic Promotion!, Qiguang Chen*, Zheng Yan*, Mingda Yang, Libo Qin, Yixin Yuan, Hanjing Li, Jinhao Liu, Yiyan Ji, Dengyun Peng, Jiannan Guan, Mengkang Hu, Yantao Du, Wanxiang Che. Agent
• 🔥 Arxiv 2025 AI4Research: A Survey of Artificial Intelligence for Scientific Research, Qiguang Chen*, Mingda Yang*, Libo Qin, Jinhao Liu, Zheng Yan, Jiannan Guan, Dengyun Peng, Yiyan Ji, Hanjing Li, Mengkang Hu, Yimeng Zhang, Yihao Liang, Yuhang Zhou, Jiaqi Wang, Zhi Chen, Wanxiang Che. Agent Reasoning
• 🔥 NeurIPS 2025 OWL: Optimized Workforce Learning for General Multi-Agent Assistance in Real-World Task Automation, Mengkang Hu, Yuhang Zhou, Wendong Fan, Yuzhou Nie, Bowei Xia, Tao Sun, Ziyu Ye, Zhaoxuan Jin, Yingru Li, Qiguang Chen, Zeyu Zhang, Yifeng Wang, Qianshuo Ye, Bernard Ghanem, Ping Luo, Guohao Li. Agent Reasoning
• ACL 2025 What are the Essential Factors in Crafting Effective Long Context Multi-Hop Instruction Datasets? Insights and Best Practices, Zhi Chen*, Qiguang Chen*, Libo Qin, Qipeng Guo, Haijun Lv, Yicheng Zou, Hang Yan, Kai Chen, Dahua Lin. Agent Long-Context
• ACL 2025 HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agentic Tasks with Large Language Models, Mengkang Hu, Tianxing Chen, Qiguang Chen, Yao Mu, Wenqi Shao, Ping Luo. Agent
• ACL 2025 (Findings) Text2World: Benchmarking Large Language Models for Symbolic World Model Generation, Mengkang Hu, Tianxing Chen, Yude Zou, Yuheng Lei, Qiguang Chen, Ming Li, Yao Mu, Hongyuan Zhang, Wenqi Shao, Ping Luo. Agent
• ICLR 2024 Tree-Planner: Efficient Close-loop Task Planning with Large Language Models, Mengkang Hu, Yao Mu, Xinmiao Yu, Mingyu Ding, Shiguang Wu, Wenqi Shao, Qiguang Chen, Bin Wang, Yu Qiao, Ping Luo. Agent

👀 Multi-Modal Modelling \& Reasoning

• 🏆 AAAI 2025 (Oral, Top 4.6% accepted paper) CoMT: A Novel Benchmark for Chain of Multi-modal Thought on Large Vision-Language Models, Zihui Cheng*, Qiguang Chen*, Jin Zhang, Hao Fei, Xiaocheng Feng, Wanxiang Che, Min Li, Libo Qin. Multimodal Reasoning
• 🏆 ACL 2024 (Oral, Top 2.3% submitted paper, Top 10% accepted paper) M3CoT: A Novel Benchmark for Multi-Domain Multi-step Multi-modal Chain-of-Thought, Qiguang Chen, Libo Qin, Jin Zhang, Zhi Chen, Xiao Xu, Wanxiang Che. (Overall Score: 4, 4, 4, 4) Multimodal Reasoning
• 🏆 ACM MM 2025 (Oral) MPCC: A Novel Benchmark for Multimodal Planning with Complex Constraints in Multimodal Large Language Models, Yiyan Ji, Haoran Chen, Qiguang Chen, Chengyue Wu, Libo Qin, Wanxiang Che. Multimodal Reasoning
• 🏆 ACM MM 2025 (Oral) ViTCoT: Video-Text Interleaved Chain-of-Thought for Boosting Video Understanding in Large Language Models, Yongheng Zhang, Xu Liu, Ruihan Tao, Qiguang Chen, Hao Fei, Wanxiang Che, Libo Qin. Multimodal Reasoning
• 🔥 AAAI 2026 Let’s Think with Images Efficiently! An Interleaved-Modal Chain-of-Thought Reasoning Framework with Dynamic and Precise Visual Thoughts, Xu Liu, Yongheng Zhang, Qiguang Chen, Yao Li, SHENG WANG, Libo Qin Multimodal Reasoning
• 🔥 NeurIPS 2025 Visual Thoughts: A Unified Perspective of Understanding Multimodal Chain-of-Thought, Zihui Cheng*, Qiguang Chen*, Xiao Xu, Jiaqi WANG, Weiyun Wang, Hao Fei, Yidong Wang, Alex Jinpeng Wang, Zhi Chen, Wanxiang Che, Libo Qin. Multimodal Reasoning
• NeurIPS 2024 What Factors Affect Multi-modal In-Context Learning? An In-Depth Exploration, Libo Qin*, Qiguang Chen*, Hao Fei, Zhi Chen, Min Li, Wanxiang Che. Multimodal
• ACL 2025 CCHall: A Novel Benchmark for Joint Cross-Lingual and Cross-Modal Hallucinations Detection in Large Language Models, Yongheng Zhang, Xu Liu, Ruoxi Zhou, Qiguang Chen, Hao Fei, Wenpeng Lu, Libo Qin. Multimodal Multilingual
• ToMM 2024 S3Agent: Unlocking the Power of VLLM for Zero-Shot Multi-modal Sarcasm Detection, Peng Wang, Yongheng Zhang, Hao Fei, Qiguang Chen, Yukai Wang, Jiasheng Si, Wenpeng Lu, Min Li, Libo Qin. Multimodal Reasoning
• ICASSP 2024 LabCLIP: Label-Enhanced Clip for Improving Zero-Shot Text Classification, Yongheng Zhang, Peng Wang, Qiguang Chen, Jingxuan Zhou, Yongmei Wang, Min Li, Libo Qin. Multimodal
• ACL 2023 (Findings) CLIPText: A New Paradigm for Zero-shot Text Classification, Libo Qin, Weiyun Wang, Qiguang Chen, Wanxiang Che. Multimodal
• ACL 2023 (Findings) MMSD2.0: Towards a Reliable Multi-modal Sarcasm Detection System, Libo Qin, Shijue Huang, Qiguang Chen, Chenran Cai, Yudi Zhang, Bin Liang, Wanxiang Che, Ruifeng Xu. Multimodal

🏳️‍🌈 Multilingual Modelling \& Reasoning

• 🏆 Patterns (2025) (Commission & Invited, Cell Sub-Journal, Citation: 100+) A survey of multilingual large language models, Libo Qin*, Qiguang Chen*, Yuhang Zhou, Zhi Chen, Yinghui Li, Lizi Liao, Min Li, Wanxiang Che, Philip S. Yu. Multilingual
• 🏆 EMNLP 2023 (Oral) Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages, Libo Qin*, Qiguang Chen*, Fuxuan Wei, Shijue Huang, Wanxiang Che. Multilingual Reasoning
• ACL 2025 (Findings) X-WebAgent: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System, Peng Wang, Ruihan Tao, Qiguang Chen, Mengkang Hu, Libo Qin. Multilingual Reasoning
• ACL 2024 (Findings) AutoCAP: Towards Automatic Cross-lingual Alignment Planning for Zero-shot Chain-of-Thought, Yongheng Zhang*, Qiguang Chen*, Min Li, Wanxiang Che, Libo Qin. Multilingual Multilingual Reasoning
• ACL 2022 GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language, Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou, Wanxiang Che, Min-Yen Kan. Multilingual Dialogue System

🎙️ Dialogue System

• 🏆 EMNLP 2022 Workshop (Best Paper) HIT-SCIR at MMNLU-22: Consistency Regularization for Multilingual Spoken Language Understanding, Bo Zheng, Zhouyang Li, Fuxuan Wei, Qiguang Chen, Libo Qin, Wanxiang Che. Multilingual Dialogue System
• IJCAI 2024 (Oral) Decoupling breaks data barriers: A Decoupled Pre-training Framework for Multi-Intent Spoken Language Understanding, Libo Qin*, Qiguang Chen*, Fuxuan Wei, Shijue Huang, Wanxiang Che. Dialogue System
• IJCAI 2025 Improving Consistency Identification in Task-oriented Dialogue through Multi-Agent Collaboration, Peng Wang, Shuo Li, Ruoxi Zhou, Qiguang Chen, Xiao Xu, Hao Fei, Dagang Li, Wanxiang Che, Libo Qin. Dialogue System Reasoning
• AAAI 2025 Divide-Solve-Combine: An Interpretable and Accurate Prompting Framework for Zero-shot Multi-Intent Detection, Libo Qin*, Qiguang Chen*, Jingxuan Zhou, Jin Wang, Hao Fei, Wanxiang Che, Min Li. Dialogue System Reasoning
• FCS 2025 MPFToD: a modularized pre-training framework for consistency identification in task-oriented dialogue, Libo Qin, Shijue Huang, Qiguang Chen, Qian Liu, Wanxiang Che, Ruifeng Xu. Dialogue System
• ICASSP 2025 CroPrompt: Cross-task Interactive Prompting for Zero-shot Spoken Language Understanding, Libo Qin, Fuxuan Wei, Qiguang Chen, Jingxuan Zhou, Shijue Huang, Jiasheng Si, Wenpeng Lu, Wanxiang Che. Dialogue System
• Arxiv 2024 A preliminary evaluation of chatgpt for zero-shot dialogue understanding, Wenbo Pan, Qiguang Chen, Xiao Xu, Wanxiang Che, Libo Qin. Dialogue System
• EMNLP 2023 End-to-end Task-oriented Dialogue: A Survey of Tasks, Methods, and Future Directions, Libo Qin, Wenbo Pan, Qiguang Chen, Lizi Liao, Zhou Yu, Yue Zhang, Wanxiang Che, Min Li. Dialogue System
• ACL 2023 (Demo) OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding, Libo Qin*, Qiguang Chen*, Xiao Xu, Yunlong Feng, Wanxiang Che. Dialogue System
• COLING 2022 CGIM: A Cycle Guided Interactive Learning Model for Consistency Identification in Task-oriented Dialogue, Libo Qin, Qiguang Chen, Tianbao Xie, Qian Liu, Shijue Huang, Wanxiang Che, Zhou Yu. Dialogue System
• EMNLP 2021 Don’t be Contradicted with Anything! CI-ToD: Towards Benchmarking Consistency for Task-oriented Dialogue System., Libo Qin, Tianbao Xie, Shijue Huang, Qiguang Chen, Xiao Xu, Wanxiang Che. Dialogue System

Others

• 🏆 NLPCC 2025 MvDDI: A Multi-view Interaction Framework for Few-shot Drug-Drug Interaction (Best Poster Award), Zihao Mao, Qiguang Chen, Yongheng Zhang, Ruoxi Zhou, Peng Wang, Yao Li, Sheng Wang, Libo Qin. AI4Science
• ACL 2025 (Findings) MLDebugging: Towards Benchmarking Code Debugging Across Multi-Library Scenarios, JinYang Huang, Xiachong Feng, Qiguang Chen, Hanjie Zhao, Zihui Cheng, Jiesong Bai, Jingxuan Zhou, Min Li, Libo Qin. Code
• ICML 2025 The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Safety Analysis, Wenbo Pan, Zhichao Liu, Qiguang Chen, Xiangyang Zhou, Haining Yu, Xiaohua Jia. Safety
• TMLR 2025 DivIL: Unveiling and Addressing Over-Invariance for Out-of- Distribution Generalization, Jiaqi WANG, Yuhang Zhou, Zhixiong Zhang, Qiguang Chen, Yongqiang Chen, James Cheng. Graph
• COLING 2025 Can Large Language Models Understand You Better? An MBTI Personality Detection Dataset Aligned with Population Traits Bohan Li, Jiannan Guan, Longxu Dou, Yunlong Feng, Dingzirui Wang, Yang Xu, Enbo Wang, Qiguang Chen, Bichen Wang, Xiao Xu, Yimeng Zhang, Libo Qin, Yanyan Zhao, Qingfu Zhu, Wanxiang Che. Psychology
• Arxiv 2024 KVSharer: Efficient Inference via Layer-Wise Dissimilar KV Cache Sharing, Yifei Yang, Zouying Cao, Qiguang Chen, Libo Qin, Dongjie Yang, Hai Zhao, Zhi Chen. Efficiency
• Arxiv 2024 Large Language Models Meet NLP: A Survey, Libo Qin, Qiguang Chen, Xiachong Feng, Yang Wu, Yongheng Zhang, Yinghui Li, Min Li, Wanxiang Che, Philip S Yu. Other
• CCL 2023 Through the Lens of Core Competency: Survey on Evaluation of Large Language Models, Ziyu Zhuang, Qiguang Chen, Longxuan Ma, Mingda Li, Yi Han, Yushan Qian, Haopeng Bai, Weinan Zhang, Ting Liu. Other

🛠️ Projects

• MLNLP SimBiber: A tool for simplifying bibtex with official info, .
• MLNLP Top-AI-Conferences-Paper-with-Code, .
• MLNLP AI-Paper-Collector, .
• SCIR HuoZi, .
• Baidu Trust-AI, .