SkillResolve-Bench: Measuring and Resolving Same-Capability Ambiguity in Agent Skill Retrieval

📰 ArXiv cs.AI

Learn to measure and resolve same-capability ambiguity in agent skill retrieval to improve the accuracy of skill libraries

advanced Published 10 Jun 2026
Action Steps
  1. Build a test dataset to evaluate same-capability ambiguity in agent skill retrieval
  2. Run experiments to measure the execution-risk retrieval of different skill retrievers
  3. Configure a skill resolver to resolve same-capability ambiguity
  4. Test the resolver with the test dataset
  5. Apply the resolver to a real-world agent skill library
Who Needs to Know This

AI engineers and researchers working on agent skill libraries can benefit from this knowledge to improve the reliability of their systems. This is crucial for ensuring that the correct skills are retrieved and executed by agents

Key Insight

💡 Same-capability ambiguity can lead to incorrect skill retrieval, which can be mitigated by using a skill resolver

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🤖 Improve agent skill retrieval accuracy by resolving same-capability ambiguity! 💡

Key Takeaways

Learn to measure and resolve same-capability ambiguity in agent skill retrieval to improve the accuracy of skill libraries

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