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 41–50 of 132 papers

TitleStatusHype
Attention Pruning: Automated Fairness Repair of Language Models via Surrogate Simulated Annealing—0
Evaluating the Generalizability of LLMs in Automated Program Repair—0
Less is More: Adaptive Program Repair with Bug Localization and Preference LearningCode0
Where's the Bug? Attention Probing for Scalable Fault Localization—0
LessLeak-Bench: A First Investigation of Data Leakage in LLMs Across 83 Software Engineering Benchmarks—0
Agentic Bug Reproduction for Effective Automated Program Repair at Google—0
Evaluating Agent-based Program Repair at Google—0
The Impact of Input Order Bias on Large Language Models for Software Fault Localization—0
Counterexample Guided Program Repair Using Zero-Shot Learning and MaxSAT-based Fault Localization—0
A Comprehensive Survey of AI-Driven Advancements and Techniques in Automated Program Repair and Code Generation—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