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 1–25 of 132 papers

TitleStatusHype
Agentless: Demystifying LLM-based Software Engineering AgentsCode7
AutoCodeRover: Autonomous Program ImprovementCode7
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at ScaleCode3
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical DebuggingCode2
RepairAgent: An Autonomous, LLM-Based Agent for Program RepairCode2
CoSIL: Software Issue Localization via LLM-Driven Code Repository Graph SearchingCode1
o3-mini vs DeepSeek-R1: Which One is Safer?Code1
Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program RepairCode1
Planning-Driven Programming: A Large Language Model Programming WorkflowCode1
RepairBench: Leaderboard of Frontier Models for Program RepairCode1
SemCoder: Training Code Language Models with Comprehensive Semantics ReasoningCode1
Aligning the Objective of LLM-based Program RepairCode1
RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program RepairCode1
Enhancing Genetic Improvement Mutations Using Large Language ModelsCode1
Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program RepairCode1
How Effective Are Neural Networks for Fixing Security VulnerabilitiesCode1
xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and RetrievalCode1
KNOD: Domain Knowledge Distilled Tree Decoder for Automated Program RepairCode1
TFix: Learning to Fix Coding Errors with a Text-to-Text TransformerCode1
A Syntax-Guided Edit Decoder for Neural Program RepairCode1
Break-It-Fix-It: Unsupervised Learning for Program RepairCode1
Unified Pre-training for Program Understanding and GenerationCode1
CURE: Code-Aware Neural Machine Translation for Automatic Program RepairCode1
CoCoNuT: Combining Context-Aware Neural Translation Models using Ensemble for Program RepairCode1
Graph-based, Self-Supervised Program Repair from Diagnostic FeedbackCode1
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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