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This work introduces SCHEMEARENA, a 400-scenario benchmark for scalable scheming stress testing, constructed through a factorized scenario synthesis framework spanning diverse safety-relevant tool domains, instrumental goals, oversight conditions, and pressure mechanisms.
LLM judges can be subtly manipulated by framing the consequences of their decisions, leading to biased evaluations even when the content being judged remains constant.
