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 121–130 of 132 papers

TitleStatusHype
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit RepresentationsCode0
Arachne: Search Based Repair of Deep Neural NetworksCode0
DeepFix: Fixing Common C Language Errors by Deep LearningCode0
RePair: Automated Program Repair with Process-based FeedbackCode0
C-Pack of IPAs: A C90 Program Benchmark of Introductory Programming AssignmentsCode0
Benchmarking Educational Program RepairCode0
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language ModelsCode0
Towards Reliable Evaluation of Neural Program Repair with Natural Robustness TestingCode0
Can GPT-O1 Kill All Bugs? An Evaluation of GPT-Family LLMs on QuixBugsCode0
Breaking the Silence: the Threats of Using LLMs in Software EngineeringCode0
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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