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 21–30 of 132 papers

TitleStatusHype
Copiloting the Copilots: Fusing Large Language Models with Completion Engines for Automated Program RepairCode1
Planning-Driven Programming: A Large Language Model Programming WorkflowCode1
KNOD: Domain Knowledge Distilled Tree Decoder for Automated Program RepairCode1
Integrating Various Software Artifacts for Better LLM-based Bug Localization and Program RepairCode1
Break-It-Fix-It: Unsupervised Learning for Program RepairCode1
TFix: Learning to Fix Coding Errors with a Text-to-Text TransformerCode1
RepairLLaMA: Efficient Representations and Fine-Tuned Adapters for Program RepairCode1
Human-In-The-Loop Automatic Program RepairCode0
Can GPT-O1 Kill All Bugs? An Evaluation of GPT-Family LLMs on QuixBugsCode0
Assessing the Effectiveness of Syntactic Structure to Learn Code Edit RepresentationsCode0
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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