BWhat changed
Used human-LLM collaboration to construct programming tasks requiring multiple library calls, with docstring-completion and natural-language-instruction variants and execution-based tests.
Scientific scope
Used human-LLM collaboration to construct programming tasks requiring multiple library calls, with docstring-completion and natural-language-instruction variants and execution-based tests. The resource contains generated then curated tasks, not purely human-authored problems. High branch coverage does not prove semantic completeness.
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 resource contains generated then curated tasks, not purely human-authored problems. High branch coverage does not prove semantic completeness.
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.
Full scientific record · Browse contribution grades · Request a correction