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 21–30 of 132 papers

TitleStatusHype
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
Global Relational Models of Source CodeCode1
Neural Program Repair by Jointly Learning to Localize and RepairCode1
CORE: Benchmarking LLMs Code Reasoning Capabilities through Static Analysis Tasks—0
T^3: Multi-level Tree-based Automatic Program Repair with Large Language Models—0
Understanding Software Engineering Agents: A Study of Thought-Action-Result Trajectories—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