AWhat changed
Built a standardized framework combining curated harmful-behavior test cases, automated red-team method comparisons and response classifiers to evaluate robust refusal across language models under a common evaluation procedure.
Scientific scope
Built a standardized framework combining curated harmful-behavior test cases, automated red-team method comparisons and response classifiers to evaluate robust refusal across language models under a common evaluation procedure. The assessed contribution is the evaluation resource and its design, not a model capability score. Results depend on held-out behaviors, classifiers, generated length and attack budgets. For non-copyright cases, the original success criterion includes attempted behavior even when the output is incorrect. It is not exhaustive harm coverage, verified harmful capability or a deployment safety certificate.
Evidence
The linked original works support the scoped statement and contribution attribution. WRS has not independently replayed experiments or reconstructed a full mathematical proof. The assessed contribution is the evaluation resource and its design, not a model capability score. Results depend on held-out behaviors, classifiers, generated length and attack budgets. For non-copyright cases, the original success criterion includes attempted behavior even when the output is incorrect. It is not exhaustive harm coverage, verified harmful capability or a deployment safety certificate.
Contributors
- The named authors in the research record · SCIENCE: Source-listed authors for the exact contribution; experimental subjects are not autonomous scientific authors. Source support and predecessor work retain separate roles. Individual effort shares and unresolved identities are not inferred.
Provisional WRS assessment, edition 2026-10-23.4. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
Full scientific record · Browse contribution grades · Request a correction