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 26–50 of 132 papers

TitleStatusHype
TFix: Learning to Fix Coding Errors with a Text-to-Text TransformerCode1
Graph-based, Self-Supervised Program Repair from Diagnostic FeedbackCode1
Arachne: Search Based Repair of Deep Neural NetworksCode0
Robot Action Selection Learning via Layered Dimension Informed Program SynthesisCode0
SequenceR: Sequence-to-Sequence Learning for End-to-End Program RepairCode0
Can GPT-O1 Kill All Bugs? An Evaluation of GPT-Family LLMs on QuixBugsCode0
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit RepresentationsCode0
Breaking the Silence: the Threats of Using LLMs in Software EngineeringCode0
RePair: Automated Program Repair with Process-based FeedbackCode0
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language ModelsCode0
Teaching Large Language Models to Self-DebugCode0
Out of Context: How important is Local Context in Neural Program Repair?Code0
Dynamic Neural Program Embedding for Program RepairCode0
Patching as Translation: the Data and the MetaphorCode0
Invalidator: Automated Patch Correctness Assessment via Semantic and Syntactic ReasoningCode0
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