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
AdaptivePaste: Code Adaptation through Learning Semantics-aware Variable Usage Representations—0
Fairness-guided SMT-based Rectification of Decision Trees and Random Forests—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
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
Detect-Localize-Repair: A Unified Framework for Learning to Debug with CodeT5—0
Automated Program Repair: Emerging trends pose and expose problems for benchmarks—0
Evaluating Agent-based Program Repair at Google—0
An Exploratory Literature Study on Sharing and Energy Use of Language Models for Source Code—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