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Program Repair

Task of teaching ML models to modify an existing program to fix a bug in a given code.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 126–132 of 132 papers

Title	Date	Tasks	Status	Hype
SequenceR: Sequence-to-Sequence Learning for End-to-End Program Repair	Dec 24, 2018	Program Repair	CodeCode Available	0
Towards Mixed Optimization for Reinforcement Learning with Program Synthesis	Jul 1, 2018	Deep Reinforcement LearningProgram Repair	—Unverified	0
Deep Reinforcement Learning for Programming Language Correction	Jan 31, 2018	Deep Reinforcement LearningMachine Translation	CodeCode Available	0
Dynamic Neural Program Embeddings for Program Repair	Jan 1, 2018	Code CompletionFault localization	—Unverified	0
Dynamic Neural Program Embedding for Program Repair	Nov 20, 2017	Fault localizationProgram Repair	CodeCode Available	0
SmartPaste: Learning to Adapt Source Code	May 22, 2017	Machine TranslationProgram Repair	—Unverified	0
DeepFix: Fixing Common C Language Errors by Deep Learning	Feb 4, 2017	Deep LearningProgram Repair	CodeCode Available	0

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All datasets DeepFix GitHub-Python HumanEvalPack TFix's Code Patches Data

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	DrRepair + BIFI	Average Success Rate	71.7	—	Unverified
2	DrRepair	Average Success Rate	68.2	—	Unverified
3	SampleFix	Average Success Rate	45.3	—	Unverified
4	RLAssist	Average Success Rate	26.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Transformer + BIFI	Accuracy (%)	90.5	—	Unverified
2	Transformer	Accuracy (%)	62	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	MGDebugger (DeepSeek-Coder-V2-Lite)	Pass@1	97.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TFix	Error Removal	678	—	Unverified