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 61–70 of 132 papers

TitleStatusHype
Gradient-Based Program Repair: Fixing Bugs in Continuous Program Spaces—0
Grammar-Based Patches Generation for Automated Program Repair—0
Automatic Programming: Large Language Models and Beyond—0
GRAPHIX: A Pre-trained Graph Edit Model for Automated Program Repair—0
T^3: Multi-level Tree-based Automatic Program Repair with Large Language Models—0
Automated Program Repair: Emerging trends pose and expose problems for benchmarks—0
SpecRover: Code Intent Extraction via LLMs—0
Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering—0
Improving Automated Program Repair with Domain Adaptation—0
In-Context Code-Text Learning for Bimodal Software Engineering—0
Show:102550
← PrevPage 7 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