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Xuan Chen

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Preprint Jul 2026

SLBench: Evaluating How LLM Agents Follow Logical Relations in Skills

This work introduces SkillLogic, a framework for analyzing logical relations in skill files and constructing executable tests from them, and establishes logical-relation following as a distinct reliability challenge for skill-guided agents.

Xuan Chen, Chengpeng Wang, Lu Yan et al. · 0 citations