OpCodeBERT: A Method for Python Code Representation Learning by BERT With Opcode

Programming language pre-training models have made significant progress in code representation learning in recent years. Although various methods, such as data flow and Abstract Syntax Tree (AST), have been widely applied to enhance code representation, there has been no research literature, up to d...

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Bibliographic Details
Published in:	IEEE transactions on software engineering Vol. 51; no. 11; pp. 3103 - 3116
Main Authors:	Qiu, Canyu, Liu, Jianxun, Xiao, Xiaocong, Xiao, Yong
Format:	Journal Article
Language:	English
Published:	New York IEEE 01.11.2025 IEEE Computer Society
Subjects:	Biological system modeling Codes contrastive learning Data models Effectiveness Learning Logic MLM Programming languages Python Python opcode Representation learning Representations Semantics Source code Source coding Syntactics Training underlying execution logic
ISSN:	0098-5589, 1939-3520
Online Access:	Get full text
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