Beyond Plausible Prediction: Safety Sufficiency in Web World Models
SafeWebWorld is introduced, a benchmark for evaluating safety sufficiency across five web-safety domains through action-conditioned futures, policy-decisive evidence, and policy-conditioned decisions, and it is shown that aggregate recoverability does not imply robust fine-grained authorisation behaviour.
Zhi-Fei Hu, Alexandra I. Cristea, A. Bibi et al.
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