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 26–50 of 125 papers

TitleStatusHype
Search4Code: Code Search Intent Classification Using Weak SupervisionCode1
Advanced Detection of Source Code Clones via an Ensemble of Unsupervised Similarity MeasuresCode1
Faster Person Re-IdentificationCode1
Code Search based on Context-aware Code TranslationCode1
CoSQA: 20,000+ Web Queries for Code Search and Question AnsweringCode1
Language Models are Universal EmbeddersCode1
CodeSearchNet Challenge: Evaluating the State of Semantic Code SearchCode1
DOBF: A Deobfuscation Pre-Training Objective for Programming LanguagesCode1
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and GenerationCode1
ViC: Virtual Compiler Is All You Need For Assembly Code SearchCode1
Bridging Pre-trained Models and Downstream Tasks for Source Code UnderstandingCode1
A Toolkit for Generating Code Knowledge GraphsCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Code Search Debiasing:Improve Search Results beyond Overall Ranking Performance—0
BERT2Code: Can Pretrained Language Models be Leveraged for Code Search?—0
CoDesc: A Large Code-Description Parallel Dataset—0
Bag-of-Words Baselines for Semantic Code Search—0
Analyzing CodeBERT's Performance on Natural Language Code Search—0
CodeRetriever: Unimodal and Bimodal Contrastive Learning for Code Search—0
CodeRetriever: Unimodal and Bimodal Contrastive Learning for Code Search—0
Distilling Transformers for Neural Cross-Domain Search—0
Code Representation Pre-training with Complements from Program Executions—0
DeepRTL2: A Versatile Model for RTL-Related Tasks—0
Code Execution with Pre-trained Language Models—0
A Multi-Perspective Architecture for Semantic Code Search—0
Show:102550
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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