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 111–120 of 132 papers

TitleStatusHype
SCELMo: Source Code Embeddings from Language Models—0
Where's the Bug? Attention Probing for Scalable Fault Localization—0
SemAgent: A Semantics Aware Program Repair Agent—0
CORE: Benchmarking LLMs Code Reasoning Capabilities through Static Analysis Tasks—0
Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization—0
Semantic-guided Search for Efficient Program Repair with Large Language Models—0
Conversational Automated Program Repair—0
DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models—0
DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons—0
AdaptivePaste: Code Adaptation through Learning Semantics-aware Variable Usage Representations—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