AWhat changed
Curated and perturbed Stack Overflow problems across seven Python libraries, supplied executable contexts and combined functional tests with task-specific surface-form constraints.
Scientific scope
Curated and perturbed Stack Overflow problems across seven Python libraries, supplied executable contexts and combined functional tests with task-specific surface-form constraints. The thousand tasks derive from a smaller set of source questions, not a thousand independent original posts. The evaluation environment fixes library versions. Perturbation and red teaming reduce memorization risk and observed false acceptance; they do not eliminate contamination or prove correctness.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. The thousand tasks derive from a smaller set of source questions, not a thousand independent original posts. The evaluation environment fixes library versions. Perturbation and red teaming reduce memorization risk and observed false acceptance; they do not eliminate contamination or prove correctness.
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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