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The University of Manchester
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STACE reveals that autonomous stress-testing with LLM agents can dramatically enhance the evaluation of concept erasure, outperforming traditional methods in robustness and adaptability.
Reasoning VLMs falter under semantic distractions, often mistaking irrelevant cues for evidence, which can lead to incorrect answers.
