Digest: SkillResolve-Bench: Measuring and Resolving Same-Capability Ambiguity in Agent Skill Retrieval
arXiv 2026 / LLM Agents
SkillResolve-Bench: Measuring and Resolving Same-Capability Ambiguity in Agent Skill Retrieval
A benchmark-focused study of same-capability ambiguity in agent skill retrieval, where similar-looking skills must be distinguished by execution constraints and task fit.
Research area
Skill retrieval, semantic identifiers, NL2SQL benchmarks, and LLM serving systems are treated as capability surfaces that should be inspected before they are trusted.
Publication record
- Authors
- J Ding
- Venue
- arXiv preprint arXiv:2606.10388
- Year
- 2026
- Area
- LLM Agents