SkillTV-Bench: Benchmarking How Well Judges Perform on Skill-Augmented Agentic Execution
This work introduces SkillTV-Bench, a 681-case benchmark of real agent trajectories from 50 tasks across eleven domains, designed to evaluate skill-aware trajectory verification for both LLM-as-a-Judge and Agent-as-a-Judge methods, and proposes SkillTV-Evolve, which externalizes verification knowledge as a reusable Jud...