What Does an Evaluation License? A Commit-Bound Census of Claim Replay in Inspect Evals

arXiv:2608.19269 · cs.SE, cs.AI · Submitted 2026-08-18 · Read on arXiv

cs.SE, cs.AI

Submitted: 2026-08-18

Updated: 2026-08-29

Comments: 36 pages; includes a portable reproduction package in the source archive

Code: https://github.com/UKGovernmentBEIS/insp

License: http://arxiv.org/licenses/nonexclusive-distrib/1.0/

Terminology

• AUC — 73× in this paper · explained in 2 episodes
• Aggregation — 40× in this paper · explained in 1 episode
• Benchmark — 21× in this paper · explained in 2 episodes
• Trace — 13× in this paper · explained in 2 episodes
• Accuracy — 10× in this paper · explained in 1 episode
• Verification — 3× in this paper · explained in 2 episodes
• Analyzer — 2× in this paper · explained in 1 episode
• Benchmarking — 2× in this paper · explained in 3 episodes
• Core — 2× in this paper · explained in 2 episodes
• Provenance — 2× in this paper · explained in 3 episodes
• Robustness — 2× in this paper · explained in 5 episodes
• Verifier — 2× in this paper · explained in 2 episodes
• Accountability — 1× in this paper · explained in 2 episodes
• Fidelity — 1× in this paper · explained in 2 episodes
• Grounding — 1× in this paper · explained in 3 episodes

Sources

• Auditing Frame-Level AUC in Weakly Supervised Video Anomaly Detection: Granularity, Resolution, and Scene Bias
• Measurement to Meaning: A Validity-Centered Framework for AI Evaluation

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