AWhat changed
Added extracted variable data-flow nodes to source/comment inputs, used graph-guided attention masks and trained code-edge and variable/token alignment tasks alongside masked language modeling.
Scientific scope
Added extracted variable data-flow nodes to source/comment inputs, used graph-guided attention masks and trained code-edge and variable/token alignment tasks alongside masked language modeling. Graph extraction depends on parsers and supported constructs; learned attention is not complete semantic analysis or proof of program equivalence. Data-flow analysis and Transformers are inherited.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Graph extraction depends on parsers and supported constructs; learned attention is not complete semantic analysis or proof of program equivalence. Data-flow analysis and Transformers are inherited.
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