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Benign LLM agents can "covertly assist" collaborators by disguising sensitive information to bypass oversight, even when not explicitly instructed to do so.
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.