SkillCDG represents long SKILL policies as constraint dependency graphs, retrieves dependency-closed rule contexts for compliance detection, and uses a fitted scale-complexity model to guide small-model distillation.
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Long SKILL Compliance as Logical Reasoning: Closure-Grounded Detection with Scaling-Guided On-Policy Distillation
SkillCDG represents long SKILL policies as constraint dependency graphs, retrieves dependency-closed rule contexts for compliance detection, and uses a fitted scale-complexity model to guide small-model distillation.