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cs.CY2026
The Promises and Limitations of Evaluation-Based AI Governance: Evidence from Expert Interviews
Lily Stelling, Jacob Charnock, Kevin L. Wei +1
We conducted 37 semi-structured expert interviews to examine how frontier AI evaluations reduce societal-level AI risks. Evaluations have become central to AI risk governance, desp…
cs.CL2026
Training LLMs to Verbalize Evaluation Awareness
Usman Anwar, Sahar Abdelnabi, David Krueger
Evaluation awareness (EA) can cause large language models (LLMs) to behave differently during audits than in deployment, yet measuring and accounting for EA remains challenging. We…