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
InvAASTCluster: On Applying Invariant-Based Program Clustering to Introductory Programming AssignmentsCode0
Deep Reinforcement Learning for Programming Language CorrectionCode0
DeepFix: Fixing Common C Language Errors by Deep LearningCode0
Less is More: Adaptive Program Repair with Bug Localization and Preference LearningCode0
Benchmarking Educational Program RepairCode0
Learning to Execute Programs with Instruction Pointer Attention Graph Neural NetworksCode0
Graph Neural Networks For Mapping Variables Between Programs -- Extended VersionCode0
C-Pack of IPAs: A C90 Program Benchmark of Introductory Programming AssignmentsCode0
Human-In-The-Loop Automatic Program RepairCode0
Exploring Plausible Patches Using Source Code Embeddings in JavaScriptCode0
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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