2 papers
cs.CL2026
When History Fails to Become Experience: Action Calibration in Language Agents
Jingyu Liu, Zhiwen Wang, Yuxin Jing +2
Language agents should draw on prior attempts and environmental feedback to improve subsequent decisions within the same task. However, providing additional interaction history can…
cs.AI2026
Where Do CoT Training Gains Land in LLM based Agents?
Jingyu Liu, Zhiwen Wang, Yuxin Jing +2
Chain-of-thought (CoT) reasoning is widely used in language-model agents, but prior work has shown that verbalized CoT is not always faithful and may instead reflect post-hoc reaso…