AWhat changed
Adapted masked language modeling and replaced-token detection to paired documentation/code, using separate language/code generators trained with unimodal data to learn a bimodal encoder.
Scientific scope
Adapted masked language modeling and replaced-token detection to paired documentation/code, using separate language/code generators trained with unimodal data to learn a bimodal encoder. Replaced-token detection is inherited from ELECTRA, not invented here. Original implementation uses n-gram generators; later neural generators are suggested future work, not completed results. First-author stars denote internships, not automatically equal contribution. Learned code representations are not formal semantic or correctness certificates.
Evidence
The linked original sources describe the stated contribution and its evidence limits. WRS has not independently rerun the experiments or certified a proof. Replaced-token detection is inherited from ELECTRA, not invented here. Original implementation uses n-gram generators; later neural generators are suggested future work, not completed results. First-author stars denote internships, not automatically equal contribution. Learned code representations are not formal semantic or correctness certificates.
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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