SOTAVerified

Code Search

The goal of Code Search is to retrieve code fragments from a large code corpus that most closely match a developer’s intent, which is expressed in natural language.

Source: When Deep Learning Met Code Search

Papers

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1–25 of 125 papers

TitleStatusHype
AutoCodeRover: Autonomous Program ImprovementCode7
RepoQA: Evaluating Long Context Code UnderstandingCode2
CodeSAM: Source Code Representation Learning by Infusing Self-Attention with Multi-Code-View GraphsCode2
CoIR: A Comprehensive Benchmark for Code Information Retrieval ModelsCode2
Is a Single Model Enough? MuCoS: A Multi-Model Ensemble Learning for Semantic Code SearchCode1
Multimodal Representation for Neural Code SearchCode1
Neural Code Search Revisited: Enhancing Code Snippet Retrieval through Natural Language IntentCode1
CoSQA: 20,000+ Web Queries for Code Search and Question AnsweringCode1
Faster Person Re-IdentificationCode1
Exploring Representation-Level Augmentation for Code SearchCode1
GraphSearchNet: Enhancing GNNs via Capturing Global Dependencies for Semantic Code SearchCode1
Backdooring Neural Code SearchCode1
Language Models are Universal EmbeddersCode1
Learning Deep Semantic Model for Code Search using CodeSearchNet CorpusCode1
Bridging Pre-trained Models and Downstream Tasks for Source Code UnderstandingCode1
CodeSearchNet Challenge: Evaluating the State of Semantic Code SearchCode1
Advanced Detection of Source Code Clones via an Ensemble of Unsupervised Similarity MeasuresCode1
Search4Code: Code Search Intent Classification Using Weak SupervisionCode1
Code Search based on Context-aware Code TranslationCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
deGraphCS: Embedding Variable-based Flow Graph for Neural Code SearchCode1
DOBF: A Deobfuscation Pre-Training Objective for Programming LanguagesCode1
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and GenerationCode1
A Toolkit for Generating Code Knowledge GraphsCode1
funcGNN: A Graph Neural Network Approach to Program SimilarityCode1
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All datasetsCodeSearchNetCoDescCodeXGLUE - AdvTestCodeSearchNet - RubyCodeXGLUE - WebQueryTestCoIR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1cpt-code MOverall93.5—Unverified
2cpt-code SOverall93.4—Unverified
3CodeT5+ 770MOverall77.4—Unverified
4GraphCodeBERTOverall77.4—Unverified
5CodeT5+ 220MOverall77.1—Unverified
6CodeBERTOverall76—Unverified
#ModelMetricClaimedVerifiedStatus
1Self-attentionTest MRR0.84—Unverified
2NBOWTest MRR0.81—Unverified
3RNNTest MRR0.77—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeT5+ 770MMRR44.7—Unverified
2CodeT5+ 220MMRR43.3—Unverified
3CodeBERTMRR27.19—Unverified
#ModelMetricClaimedVerifiedStatus
1Uni-SBTMRR0.36—Unverified
#ModelMetricClaimedVerifiedStatus
1CodeBERTAccuracy47.8—Unverified
#ModelMetricClaimedVerifiedStatus
1Voyage-code-002nDCG@1056.26—Unverified