SOTAVerified

Program Repair

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

Papers

Showing 7180 of 132 papers

TitleStatusHype
Program Repair with Minimal Edits Using CodeT50
Program Repair with Repeated Learning0
Repairing Bugs in Python Assignments Using Large Language Models0
Repair Is Nearly Generation: Multilingual Program Repair with LLMs0
Revisiting the Plastic Surgery Hypothesis via Large Language Models0
RunBugRun -- An Executable Dataset for Automated Program Repair0
SampleFix: Learning to Generate Functionally Diverse Fixes0
SCELMo: Source Code Embeddings from Language Models0
SemAgent: A Semantics Aware Program Repair Agent0
Semantic-guided Search for Efficient Program Repair with Large Language Models0
Show:102550
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepair + BIFIAverage Success Rate71.7Unverified
2DrRepairAverage Success Rate68.2Unverified
3SampleFixAverage Success Rate45.3Unverified
4RLAssistAverage Success Rate26.6Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer + BIFIAccuracy (%)90.5Unverified
2TransformerAccuracy (%)62Unverified
#ModelMetricClaimedVerifiedStatus
1MGDebugger (DeepSeek-Coder-V2-Lite)Pass@197.6Unverified
#ModelMetricClaimedVerifiedStatus
1TFixError Removal678Unverified