#benchmark-assessment News & Analysis

2 articles tagged with #benchmark-assessment. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles

AINeutralarXiv – CS AI · Jun 236/10

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SkillAudit: From Fixed-Suite Benchmarking to Skill-Centered Assessment

SkillAudit introduces an automated framework for evaluating AI agent skills independently of fixed task benchmarks, addressing a critical gap in skill marketplaces. The research reveals that over 7% of real-world skill packages exhibit risky behavior, highlighting the need for systematic assessment tools as AI skill ecosystems expand.

AINeutralarXiv – CS AI · Jun 106/10

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How can we assess human-agent interactions? Case studies in software agent design

Researchers propose PULSE, a framework for evaluating human-agent interactions in software engineering rather than relying solely on automated benchmarks. The framework combines human feedback with machine learning predictions to assess user satisfaction, revealing significant gaps between benchmark performance and real-world agent effectiveness across 15,000 users.

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