SLP-L1: LLM Reasoning and Planning I
Oral
Fri, 8 May, 09:00 - 11:00
Location: Room 115
Session Type: Oral
Track: Speech and Language Processing [SL]
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Fri, 8 May, 09:00 - 09:20

SLP-L1.1: HALLUCINATION DETECTION VIA INTERNAL STATES AND STRUCTURED REASONING CONSISTENCY IN LARGE LANGUAGE MODELS
Yusheng Song, Lirong Qiu, Xi Zhang, Zhihao Tang, Beijing University of Posts and Telecommunications, China
Fri, 8 May, 09:20 - 09:40

SLP-L1.2: Constrained Paraphrase Consistency for LLM Hallucination Detection
Shanshan Lin, Dongsheng Hong, Sibo Ju, Fuzhou University, China; Chao Chen, Harbin Institute of Technology (Shenzhen), China; Xi Zhang, Beijing University of Posts and Telecommunications, China; Xiangwen Liao, Fuzhou University, China
Fri, 8 May, 09:40 - 10:00

SLP-L1.3: VCE: A ZERO-COST HALLUCINATION MITIGATION METHOD OF LVLMS VIA VISUAL CONTRASTIVE EDITING
Yanbin Huang, Yisen Li, Guiyao Tie, Xiaoye Qu, Pan Zhou, Hongfei Wang, Huazhong University of Science and Technology, China; Zhaofan Zou, Hao Sun, Xuelong Li, Institute of Artificial Intelligence (TeleAI), China Telecom, China
Fri, 8 May, 10:00 - 10:20

SLP-L1.4: Cross Paraphrastic Invariance Learning for Hallucination Detection
Shanshan Lin, Dongsheng Hong, Sibo Ju, Fuzhou University, China; Chao Chen, Harbin Institute of Technology (Shenzhen), China; Sihong Xie, The Hong Kong University of Science and Technology (Guangzhou), China; Xiangwen Liao, Fuzhou University, China
Fri, 8 May, 10:20 - 10:40

SLP-L1.5: MetaToolAgent: Towards Generalizable Tool Usage in LLMs through Meta-Learning
Zheng Fang, Huazhong Agricultural University, China; Wolfgang Mayer, University of South Australia, Australia; Zeyu Zhang, Huazhong Agricultural University, China; Jian Wang, Wuhan University, China; Hong-Yu Zhang, Wanli Li, Zaiwen Feng, Huazhong Agricultural University, China
Fri, 8 May, 10:40 - 11:00

SLP-L1.6: Uncertainty-Aware Iterative Graph Reasoning for Document Event Causality Identification
Jianwei NI, Yi Guo, East China University of Science and Technology, China