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 31–40 of 132 papers

TitleStatusHype
In-Context Code-Text Learning for Bimodal Software Engineering—0
Exploring the Potential of Conversational Test Suite Based Program Repair on SWE-bench—0
From Code to Correctness: Closing the Last Mile of Code Generation with Hierarchical DebuggingCode2
RepairBench: Leaderboard of Frontier Models for Program RepairCode1
Can GPT-O1 Kill All Bugs? An Evaluation of GPT-Family LLMs on QuixBugsCode0
HyperAgent: Generalist Software Engineering Agents to Solve Coding Tasks at ScaleCode3
Enhancing Automated Program Repair with Solution Design—0
RePair: Automated Program Repair with Process-based FeedbackCode0
MergeRepair: An Exploratory Study on Merging Task-Specific Adapters in Code LLMs for Automated Program Repair—0
SpecRover: Code Intent Extraction via LLMs—0
Show:102550
← PrevPage 4 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