Enhancing belief consistency of large language model agents in decision-making process based on attribution theory.

Tiancheng Su

Guoxiu He Meicong Zhang Tiancheng Su Li Ma Xiaomin Zhu Enhancing belief consistency of large language model agents in decision-making process based on attribution theory. 129273 2026 297 Expert Syst. Appl. https://doi.org/10.1016/j.eswa.2025.129273 db/journals/eswa/eswa297.html#HeZSMZ26 streams/journals/eswa

Guoxiu He Tiancheng Su Meicong Zhang Jia Yuan Zhuoren Jiang Li Ma Bo Xiao Xiaomin Zhu Toward better pragmatic tagging of peer review: Enhancing benchmark datasets via human-in-the-loop multi-agent collaboration. 2026 104704 63 Inf. Process. Manag. 6 https://doi.org/10.1016/j.ipm.2026.104704 db/journals/ipm/ipm63.html#HeSZYJMXZ26 streams/journals/ipm

Meicong Zhang Tiancheng Su Guoxiu He Eliminating Agentic Workflow for Introduction Generation with Parametric Stage Tokens. 2026 January abs/2601.09728 CoRR https://doi.org/10.48550/arXiv.2601.09728 db/journals/corr/corr2601.html#abs-2601-09728 streams/journals/corr

Jiahao Cheng Tiancheng Su Jia Yuan Guoxiu He Jiawei Liu 0002 Xinqi Tao Jingwen Xie Huaxia Li Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation. EMNLP (Findings) 2025 1272-1305 conf/emnlp/2025f https://aclanthology.org/2025.findings-emnlp.67/ db/conf/emnlp/emnlp2025f.html#ChengSYHLTXL25 streams/conf/emnlp

Jiahao Cheng Tiancheng Su Jia Yuan Guoxiu He Jiawei Liu 0002 Xinqi Tao Jingwen Xie Huaxia Li Chain-of-Thought Prompting Obscures Hallucination Cues in Large Language Models: An Empirical Evaluation. 2025 June abs/2506.17088 CoRR https://doi.org/10.48550/arXiv.2506.17088 db/journals/corr/corr2506.html#abs-2506-17088 streams/journals/corr

Tiancheng Su Meicong Zhang Guoxiu He Entropy-Aware Speculative Decoding Toward Improved LLM Reasoning. 2025 December abs/2512.23765 CoRR https://doi.org/10.48550/arXiv.2512.23765 db/journals/corr/corr2512.html#abs-2512-23765 streams/journals/corr

Jiahao Cheng Guoxiu He Zhuoren Jiang Huaxia Li Jiawei Liu 0002 Li Ma Xinqi Tao Bo Xiao Jingwen Xie Jia Yuan Meicong Zhang Xiaomin Zhu