AWhat changed
Used shared Transformer weights with encoder/decoder/encoder–decoder attention masks and prefixes, serialized AST structure with matched boundary markers and trained cross-modal code/comment objectives.
Scientific scope
Used shared Transformer weights with encoder/decoder/encoder–decoder attention masks and prefixes, serialized AST structure with matched boundary markers and trained cross-modal code/comment objectives. The prefix controls model mode; it is not independently credited as invention of attention masks or Transformers. Serialization preserves the stated tree representation, not arbitrary runtime semantics, and finite context/truncation can lose information. Downstream generation remains unverified software, not a correctness guarantee.
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 prefix controls model mode; it is not independently credited as invention of attention masks or Transformers. Serialization preserves the stated tree representation, not arbitrary runtime semantics, and finite context/truncation can lose information. Downstream generation remains unverified software, not a correctness guarantee.
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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