CodeBLEU improves correlation with human programmer scores on code synthesis tasks by adding syntactic AST matching and semantic data-flow matching to the standard BLEU n-gram approach.
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Compact bidirectional transformer integrates L2R and R2L flows with sentence-level ensemble and two-flow self-critical training to achieve SOTA on MSCOCO without vision-language pretraining.
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CodeBLEU: a Method for Automatic Evaluation of Code Synthesis
CodeBLEU improves correlation with human programmer scores on code synthesis tasks by adding syntactic AST matching and semantic data-flow matching to the standard BLEU n-gram approach.
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Image Captioning via Compact Bidirectional Architecture
Compact bidirectional transformer integrates L2R and R2L flows with sentence-level ensemble and two-flow self-critical training to achieve SOTA on MSCOCO without vision-language pretraining.