What changed
Plans verification questions from an initial answer, answers them in separate contexts and revises the response; factored variants reduce direct copying of initial errors.
Scientific scope
Plans verification questions from an initial answer, answers them in separate contexts and revises the response; factored variants reduce direct copying of initial errors. Verification remains model-generated, not an external truth oracle. Original work does not explore tools; factored questions require additional prompts and compute. Reported reductions do not guarantee correction of every false answer.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Verification remains model-generated, not an external truth oracle. Original work does not explore tools; factored questions require additional prompts and compute. Reported reductions do not guarantee correction of every false answer.
Contributors
- Source-listed authors and technical contributors · SCIENCE: Source-listed authors or explicitly credited technical contributors for the cited versions. Family entries retain source-specific attribution; a combined list is not one original-paper byline or equal individual work. Names alone do not establish resolved identities.
Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.
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