Knowledge-Enhanced Program Repair for Data Science Code

This paper introduces DSrepair, a knowledge-enhanced program repair approach designed to repair the buggy code generated by LLMs in the data science domain. DSrepair uses knowledge graph based RAG for API knowledge retrieval and bug knowledge enrichment to construct repair prompts for LLMs. Specific...

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Bibliographic Details

Published in:	Proceedings / International Conference on Software Engineering pp. 898 - 910
Main Authors:	Ouyang, Shuyin, Zhang, Jie M., Sun, Zeyu, Penuela, Albert Merono
Format:	Conference Proceeding
Language:	English
Published:	IEEE 26.04.2025
Subjects:	Code Repair Codes Computer bugs Data science Knowledge Graph Knowledge graphs Large Language Model Large language models Libraries Maintenance engineering Scalability Software engineering Syntactics
ISSN:	1558-1225
Online Access:	Get full text
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