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Preprint Aug 2026

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...

Zhien Han, C. Zeng, Liuhaichen Yang et al. · 0 citations
Preprint Aug 2026

Skill2Query: Exploiting Skill Structure to Generate Pseudo-Queries for Agent Skill Retrieval

Skill2Query is a framework that first parses a skill document into a Skill Knowledge Graph and then generates pseudo-queries through a three-stage process including style mimicking, query template generation, and parameter filling, which consistently improves sparse, dense, and skill-routing retrieval.

Lihui Ding, Zi-Han Guo, Bingwei Lu et al. · 2 citations

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