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 61–70 of 132 papers

TitleStatusHype
RAP-Gen: Retrieval-Augmented Patch Generation with CodeT5 for Automatic Program Repair—0
Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization—0
DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models—0
DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons—0
Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5—0
Dissecting the SWE-Bench Leaderboards: Profiling Submitters and Architectures of LLM- and Agent-Based Repair Systems—0
Dynamic Neural Program Embeddings for Program Repair—0
Nova: Generative Language Models for Assembly Code with Hierarchical Attention and Contrastive Learning—0
Obstacles in Fully Automatic Program Repair: A survey—0
Peer-aided Repairer: Empowering Large Language Models to Repair Advanced Student Assignments—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