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 51–60 of 132 papers

TitleStatusHype
Invalidator: Automated Patch Correctness Assessment via Semantic and Syntactic ReasoningCode0
Graph Neural Networks For Mapping Variables Between Programs -- Extended VersionCode0
Conversational Automated Program Repair—0
ConDefects: A New Dataset to Address the Data Leakage Concern for LLM-based Fault Localization and Program Repair—0
Generating Bug-Fixes Using Pretrained Transformers—0
Fully Autonomous Programming with Large Language Models—0
Frustrated with Code Quality Issues? LLMs can Help!—0
Collu-Bench: A Benchmark for Predicting Language Model Hallucinations in Code—0
A Study of Vulnerability Repair in JavaScript Programs with Large Language Models—0
Fairness-guided SMT-based Rectification of Decision Trees and Random Forests—0
Show:102550
← PrevPage 6 of 14Next →
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