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
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit RepresentationsCode0
Breaking the Silence: the Threats of Using LLMs in Software EngineeringCode0
A Novel Approach for Automatic Program Repair using Round-Trip Translation with Large Language ModelsCode0
Learning to Execute Programs with Instruction Pointer Attention Graph Neural NetworksCode0
Less is More: Adaptive Program Repair with Bug Localization and Preference LearningCode0
Benchmarking Educational Program RepairCode0
InvAASTCluster: On Applying Invariant-Based Program Clustering to Introductory Programming AssignmentsCode0
Human-In-The-Loop Automatic Program RepairCode0
DeepFix: Fixing Common C Language Errors by Deep LearningCode0
Invalidator: Automated Patch Correctness Assessment via Semantic and Syntactic ReasoningCode0
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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