| 2026 | AAAI | Aware First, Think Less: Dynamic Boundary Self-Awareness Drives Significant Gains in Reasoning Efficiency in Large Language Models. | Qiguang Chen, Dengyun Peng, Jinhao Liu, Huikang Su, Jiannan Guan, Libo Qin, Wanxiang Che |
| 2026 | AAAI | 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 |
| 2026 | AAAI | 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 |
| 2026 | ACL | OMIBench: Benchmarking Olympiad-Level Multi-Image Reasoning in Large Vision-Language Models. | Qiguang Chen, Chengyu Luan, Jiajun Wu, Qiming Yu, Yi Yang, Yizhuo Li, Jingqi Tong, Xiachong Feng, Libo Qin, Wanxiang Che |
| 2026 | ACL | Dashboard2Code: Evaluating Multimodal Models on Reconstructing Interactive Dashboards. | Tianhao Niu, Ziyu Han, Qiguang Chen, Shiqi Zhou, Baocai Shan, Hengjie Fang, Qingfu Zhu, Wanxiang Che |
| 2026 | ACL | Less Languages, Less Tokens: An Efficient Unified Logic Cross-lingual Chain-of-Thought Reasoning Framework. | Chenyuan Zhang, Qiguang Chen, Xie Chen, Zhuotao Tian, Bowen Xing, Meishan Zhang, Libo Qin, Baotian Hu, Min Zhang |
| 2025 | AAAI | 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 |
| 2025 | AAAI | 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 |
| 2025 | ACL | 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 |
| 2025 | ACL | 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 |
| 2025 | ACL | 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 |
| 2025 | ACL | HiAgent: Hierarchical Working Memory Management for Solving Long-Horizon Agent Tasks with Large Language Model. | Mengkang Hu, Tianxing Chen, Qiguang Chen, Yao Mu, Wenqi Shao, Ping Luo |
| 2025 | ACL | 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 |
| 2025 | ACL | X-WebAgentBench: A Multilingual Interactive Web Benchmark for Evaluating Global Agentic System. | Peng Wang, Ruihan Tao, Qiguang Chen, Mengkang Hu, Libo Qin |
| 2025 | COLING | 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 |
| 2025 | EMNLP | DLPO: Towards a Robust, Efficient, and Generalizable Prompt Optimization Framework from a Deep-Learning Perspective. | Dengyun Peng, Yuhang Zhou, Qiguang Chen, Jinhao Liu, Jingjing Chen, Libo Qin, Wanxiang Che |
| 2025 | ICASSP | 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 |
| 2025 | ICML | The Hidden Dimensions of LLM Alignment: A Multi-Dimensional Analysis of Orthogonal Safety Directions. | Wenbo Pan, Zhichao Liu, Qiguang Chen, Xiangyang Zhou, Haining Yu, Xiaohua Jia |
| 2025 | IJCAI | 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 |
| 2024 | ACL | 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 |
| 2024 | ACL | AutoCAP: Towards Automatic Cross-lingual Alignment Planning for Zero-shot Chain-of-Thought. | Yongheng Zhang, Qiguang Chen, Min Li, Wanxiang Che, Libo Qin |
| 2024 | EMNLP | 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 |
| 2024 | ICASSP | LabCLIP: Label-Enhanced Clip for Improving Zero-Shot Text Classification. | Yongheng Zhang, Peng Wang, Qiguang Chen, Jingxuan Zhou, Yongmei Wang, Min Li, Libo Qin |
| 2024 | ICLR | 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 |
| 2024 | IJCAI | Decoupling Breaks Data Barriers: A Decoupled Pre-training Framework for Multi-intent Spoken Language Understanding. | Libo Qin, Qiguang Chen, Jingxuan Zhou, Qinzheng Li, Chunlin Lu, Wanxiang Che |
| 2023 | ACL | OpenSLU: A Unified, Modularized, and Extensible Toolkit for Spoken Language Understanding. | Libo Qin, Qiguang Chen, Xiao Xu, Yunlong Feng, Wanxiang Che |
| 2023 | ACL | 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 |
| 2023 | ACL | CLIPText: A New Paradigm for Zero-shot Text Classification. | Libo Qin, Weiyun Wang, Qiguang Chen, Wanxiang Che |
| 2023 | EMNLP | Cross-lingual Prompting: Improving Zero-shot Chain-of-Thought Reasoning across Languages. | Libo Qin, Qiguang Chen, Fuxuan Wei, Shijue Huang, Wanxiang Che |
| 2023 | EMNLP | 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 |
| 2022 | ACL | GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding. | Libo Qin, Qiguang Chen, Tianbao Xie, Qixin Li, Jian-Guang Lou, Wanxiang Che, Min-Yen Kan |
| 2022 | COLING | 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 |
| 2021 | DAC | Synthesizing Barrier Certificates of Neural Network Controlled Continuous Systems via Approximations. | Meng Sha, Xin Chen, Yuzhe Ji, Qingye Zhao, Zhengfeng Yang, Wang Lin, Enyi Tang, Qiguang Chen, Xuandong Li |
| 2021 | EMNLP | 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 |