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
Automated Program Repair: Emerging trends pose and expose problems for benchmarks—0
Evaluating the Generalizability of LLMs in Automated Program Repair—0
Exploring the Potential of Conversational Test Suite Based Program Repair on SWE-bench—0
Fairness-guided SMT-based Rectification of Decision Trees and Random Forests—0
An Exploratory Literature Study on Sharing and Energy Use of Language Models for Source Code—0
Enhancing Automated Program Repair through Fine-tuning and Prompt Engineering—0
SpecRover: Code Intent Extraction via LLMs—0
Generating Bug-Fixes Using Pretrained Transformers—0
Grammar-Based Patches Generation for Automated Program Repair—0
GRAPHIX: A Pre-trained Graph Edit Model for Automated Program Repair—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