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 126–132 of 132 papers

TitleStatusHype
Enabling Automatic Repair of Source Code Vulnerabilities Using Data-Driven Methods—0
ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Automatic Program Repair—0
ConDefects: A New Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair—0
Enhancing Automated Program Repair with Solution Design—0
Evaluating Agent-based Program Repair at Google—0
SWE-Synth: Synthesizing Verifiable Bug-Fix Data to Enable Large Language Models in Resolving Real-World Bugs—0
Evaluating the Generalizability of LLMs in Automated Program Repair—0
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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