2 papers
cs.AI2026
Visual Graph Scaffolds for Structural Reasoning in Large Language Models
Runlin Lei, Xiaokui Xiao, Zhewei Wei
Graphs have been used to enhance large language models (LLMs) for structured reasoning, mostly as external knowledge sources are provided to models at test time. In this paper, we…
cs.CL2026
AutoContext: Instance-Level Context Learning for LLM Agents
Kuntai Cai, Juncheng Liu, Xianglin Yang +3
Current LLM agents typically lack instance-level context, which comprises concrete facts such as environment structure, system configurations, and local mechanics. Consequently, ex…