Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework

5 June 2024

Papers citing "Towards Detecting LLMs Hallucination via Markov Chain-based Multi-agent Debate Framework"

4 / 4 papers shown

Title
MAD-Fact: A Multi-Agent Debate Framework for Long-Form Factuality Evaluation in LLMs Yucheng Ning Xixun Lin Fang Fang Yanan Cao HILM 261 0 0 27 Oct 2025
LLM-based Agents Suffer from Hallucinations: A Survey of Taxonomy, Methods, and Directions Xixun Lin Yucheng Ning Jingwen Zhang Yan Dong Y. Liu ... Bin Wang Yanan Cao Kai-xiang Chen Songlin Hu Li Guo LLMAG LRM 246 4 0 23 Sep 2025
MAAD: Automate Software Architecture Design through Knowledge-Driven Multi-Agent Collaboration Ruiyin Li Yiran Zhang Xiyu Zhou Peng Liang Weisong Sun Jifeng Xuan Zhi Jin Yang Liu 103 0 0 28 Jul 2025
FIRE: Fact-checking with Iterative Retrieval and VerificationNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Zhuohan Xie Daniil Vasilev Yuxia Wang Fauzan Farooqui Hasan Iqbal Dhruv Sahnan Iryna Gurevych Preslav Nakov HILM 372 19 0 17 Oct 2024