SOTAVerified

Program Repair

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

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 71–80 of 132 papers

TitleStatusHype
Program Repair with Minimal Edits Using CodeT5—0
Program Repair with Repeated Learning—0
Repairing Bugs in Python Assignments Using Large Language Models—0
Repair Is Nearly Generation: Multilingual Program Repair with LLMs—0
Revisiting the Plastic Surgery Hypothesis via Large Language Models—0
RunBugRun -- An Executable Dataset for Automated Program Repair—0
SampleFix: Learning to Generate Functionally Diverse Fixes—0
SCELMo: Source Code Embeddings from Language Models—0
SemAgent: A Semantics Aware Program Repair Agent—0
Semantic-guided Search for Efficient Program Repair with Large Language Models—0
Show:102550
← PrevPage 8 of 14Next →
All datasetsDeepFixGitHub-PythonHumanEvalPackTFix's Code Patches Data

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1DrRepair + BIFIAverage Success Rate71.7—Unverified
2DrRepairAverage Success Rate68.2—Unverified
3SampleFixAverage Success Rate45.3—Unverified
4RLAssistAverage Success Rate26.6—Unverified
#ModelMetricClaimedVerifiedStatus
1Transformer + BIFIAccuracy (%)90.5—Unverified
2TransformerAccuracy (%)62—Unverified
#ModelMetricClaimedVerifiedStatus
1MGDebugger (DeepSeek-Coder-V2-Lite)Pass@197.6—Unverified
#ModelMetricClaimedVerifiedStatus
1TFixError Removal678—Unverified