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
Graph Neural Networks For Mapping Variables Between Programs -- Extended VersionCode0
An Exploratory Literature Study on Sharing and Energy Use of Language Models for Source Code—0
Better patching using LLM prompting, via Self-Consistency—0
Is ChatGPT the Ultimate Programming Assistant -- How far is it?—0
Fully Autonomous Programming with Large Language Models—0
Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering—0
Teaching Large Language Models to Self-DebugCode0
RunBugRun -- An Executable Dataset for Automated Program Repair—0
Keep the Conversation Going: Fixing 162 out of 337 bugs for $0.42 each using ChatGPT—0
Revisiting the Plastic Surgery Hypothesis via Large Language Models—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