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
Peer-aided Repairer: Empowering Large Language Models to Repair Advanced Student Assignments—0
To Err is Machine: Vulnerability Detection Challenges LLM Reasoning—0
RepairAgent: An Autonomous, LLM-Based Agent for Program RepairCode2
A Study of Vulnerability Repair in JavaScript Programs with Large Language Models—0
DeepCode AI Fix: Fixing Security Vulnerabilities with Large Language Models—0
Towards Reliable Evaluation of Neural Program Repair with Natural Robustness TestingCode0
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language ModelsCode0
RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program RepairCode1
Breaking the Silence: the Threats of Using LLMs in Software EngineeringCode0
Out of Context: How important is Local Context in Neural Program Repair?Code0
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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