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Beyond Plausible Prediction: Safety Sufficiency in Web World Models
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safetyweb modelsauthorisationbenchmarking
2610.40798
Builder Relevance
1d ago70%
Abstract
The paper discusses the limitations of web world models in making safe predictions and introduces a benchmark for evaluating safety sufficiency.
Reality Card
Core Claim
The introduction of SafeWebWorld as a benchmark reveals that plausible prediction and evidence preservation alone are insufficient for establishing robust authorisation in web world models.
Method / Result
86.1% of predictions were judged semantically plausible, but safety decisions were not reliably supported.
Limitations
Aggregate recoverability does not imply robust fine-grained authorisation behaviour, indicating potential issues in reproducibility.
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