Reproduce “AgentLoop: Runtime Control of Slot-closed Execution Loops for Tool-augmented LLM Agents” on OpenResearch
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About this paper
Wanyi Zheng, Minxian Xu, Kan Hu, Kejiang Ye, Chengzhong Xu
AgentLoop adds a runtime controller to tool-using agents. It tracks required information slots and distinguishes missing evidence from evidence gathered but not synthesized. On ToolBench, disabling its slot-centered path raises iteration depth from about 3.4 to 7.43 and lowers evidence-supported accuracy from 0.938 to 0.612. The ablation disables components together; stability checks are lexical, not semantic.
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