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 81–90 of 132 papers

TitleStatusHype
SmartPaste: Learning to Adapt Source Code—0
SWE-Synth: Synthesizing Verifiable Bug-Fix Data to Enable Large Language Models in Resolving Real-World Bugs—0
Synthetic Code Surgery: Repairing Bugs and Vulnerabilities with LLMs and Synthetic Data—0
T^3: Multi-level Tree-based Automatic Program Repair with Large Language Models—0
Tea: Program Repair Using Neural Network Based on Program Information Attention Matrix—0
The Art of Repair: Optimizing Iterative Program Repair with Instruction-Tuned Models—0
The Impact of Input Order Bias on Large Language Models for Software Fault Localization—0
Towards Effectively Leveraging Execution Traces for Program Repair with Code LLMs—0
Towards Mixed Optimization for Reinforcement Learning with Program Synthesis—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