2 papers
cs.CL2026
Dynamic Role Assignment for Multi-Agent Debate
Miao Zhang, Junsik Kim, Siyuan Xiang +2
Multi-agent large language model (LLM) and vision-language model (VLM) debate systems employ specialized roles for complex problem-solving, yet model specializations are not levera…
cs.CL2026
Fact-Checking with Large Language Models via Probabilistic Certainty and Consistency
Haoran Wang, Maryam Khalid, Qiong Wu +2
Large language models (LLMs) are increasingly used in applications requiring factual accuracy, yet their outputs often contain hallucinated responses. While fact-checking can mitig…