AAAI 2026technical0 citations
RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents
Yuxiang Mai, Qiyue Yin, Wancheng Ni, Jianwei Guo, Xiaogang Ouyang, Pei Xu, Kaiqi Huang
Abstract
In recent years, with the rapid development of large language models (LLMs), LLM-based agents have achieved remarkable progress across a wide range of tasks. However, reasoning inconsistencies in LLMs still significantly limit the performance of agents in complex decision-making scenarios. Cognitive science research suggests that individuals can benefit from observing others
BibTeX
@inproceedings{aaai2026_refreareferenceg,
title = {RefRea: Reference-Guided Reasoning with Meta-Cognition for Accurate Language Model Agents},
author = {Yuxiang Mai and Qiyue Yin and Wancheng Ni and Jianwei Guo and Xiaogang Ouyang and Pei Xu and Kaiqi Huang},
booktitle = {AAAI 2026},
year = {2026}
}