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 11–20 of 132 papers

TitleStatusHype
SemCoder: Training Code Language Models with Comprehensive Semantics ReasoningCode1
Aligning the Objective of LLM-based Program RepairCode1
RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program RepairCode1
Enhancing Genetic Improvement Mutations Using Large Language ModelsCode1
Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program RepairCode1
How Effective Are Neural Networks for Fixing Security VulnerabilitiesCode1
xCodeEval: A Large Scale Multilingual Multitask Benchmark for Code Understanding, Generation, Translation and RetrievalCode1
KNOD: Domain Knowledge Distilled Tree Decoder for Automated Program RepairCode1
TFix: Learning to Fix Coding Errors with a Text-to-Text TransformerCode1
A Syntax-Guided Edit Decoder for Neural Program RepairCode1
Show:102550
← PrevPage 2 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