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
DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models—0
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language ModelsCode0
Breaking the Silence: the Threats of Using LLMs in Software EngineeringCode0
Out of Context: How important is Local Context in Neural Program Repair?Code0
Nova: Generative Language Models for Assembly Code with Hierarchical Attention and Contrastive Learning—0
ConDefects: A New Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair—0
Automated Bug Generation in the era of Large Language Models—0
Program Repair with Minimal Edits Using CodeT5—0
Frustrated with Code Quality Issues? LLMs can Help!—0
RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic 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