BWhat changed
Extended iterative model-generated red-teaming with branching candidate exploration and pruning, using evaluation feedback to concentrate black-box target queries on promising test cases.
Scientific scope
Extended iterative model-generated red-teaming with branching candidate exploration and pruning, using evaluation feedback to concentrate black-box target queries on promising test cases. This builds on earlier attacker-model workflows such as PAIR rather than inventing all tree search. Efficiency and success depend on branching, pruning, judge quality and target settings; the results are not worst-case query guarantees.
Evidence
The linked original works support the scoped statement and contribution attribution. WRS has not independently replayed experiments or reconstructed a full mathematical proof. This builds on earlier attacker-model workflows such as PAIR rather than inventing all tree search. Efficiency and success depend on branching, pruning, judge quality and target settings; the results are not worst-case query guarantees.
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