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 26–50 of 132 papers

TitleStatusHype
Planning-Driven Programming: A Large Language Model Programming WorkflowCode1
A Comprehensive Survey of AI-Driven Advancements and Techniques in Automated Program Repair and Code Generation—0
MdEval: Massively Multilingual Code Debugging—0
Semantic-guided Search for Efficient Program Repair with Large Language Models—0
Collu-Bench: A Benchmark for Predicting Language Model Hallucinations in Code—0
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
Automated C/C++ Program Repair for High-Level Synthesis via Large Language Models—0
Agentless: Demystifying LLM-based Software Engineering AgentsCode7
NARRepair: Non-Autoregressive Code Generation Model for Automatic Program Repair—0
SemCoder: Training Code Language Models with Comprehensive Semantics ReasoningCode1
Benchmarking Educational Program RepairCode0
Automated Program Repair: Emerging trends pose and expose problems for benchmarks—0
Automatic Programming: Large Language Models and Beyond—0
NExT: Teaching Large Language Models to Reason about Code Execution—0
Aligning the Objective of LLM-based Program RepairCode1
AutoCodeRover: Autonomous Program ImprovementCode7
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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