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 101–125 of 132 papers

TitleStatusHype
A Syntax-Guided Edit Decoder for Neural Program RepairCode1
Break-It-Fix-It: Unsupervised Learning for Program RepairCode1
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit RepresentationsCode0
DeepDebug: Fixing Python Bugs Using Stack Traces, Backtranslation, and Code Skeletons—0
Program Repair with Repeated Learning—0
Generating Bug-Fixes Using Pretrained Transformers—0
Exploring Plausible Patches Using Source Code Embeddings in JavaScriptCode0
Unified Pre-training for Program Understanding and GenerationCode1
CURE: Code-Aware Neural Machine Translation for Automatic Program RepairCode1
Fairness-guided SMT-based Rectification of Decision Trees and Random Forests—0
Obstacles in Fully Automatic Program Repair: A survey—0
Learning to Execute Programs with Instruction Pointer Attention Graph Neural NetworksCode0
Patching as Translation: the Data and the MetaphorCode0
Robot Action Selection Learning via Layered Dimension Informed Program SynthesisCode0
CoCoNuT: Combining Context-Aware Neural Translation Models using Ensemble for Program RepairCode1
Graph-based, Self-Supervised Program Repair from Diagnostic FeedbackCode1
Global Relational Models of Source CodeCode1
SCELMo: Source Code Embeddings from Language Models—0
Arachne: Search Based Repair of Deep Neural NetworksCode0
Learning and Evaluating Contextual Embedding of Source CodeCode0
Human-In-The-Loop Automatic Program RepairCode0
Learning to Fix Build Errors with Graph2Diff Neural Networks—0
SampleFix: Learning to Generate Functionally Diverse Fixes—0
ENCORE: Ensemble Learning using Convolution Neural Machine Translation for Automatic Program Repair—0
Neural Program Repair by Jointly Learning to Localize and RepairCode1
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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