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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…
cs.CL2026
Models That Know How Evaluations Are Designed Score Safer
Katharina Deckenbach, Haritz Puerto, Jonas Geiping +1
The validity of AI safety evaluations depends on models behaving consistently across controlled and deployment settings. Prior work has identified test-time contextual cues, such a…