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 31–40 of 125 papers

TitleStatusHype
Advanced Detection of Source Code Clones via an Ensemble of Unsupervised Similarity MeasuresCode1
One Adapter for All Programming Languages? Adapter Tuning for Code Search and SummarizationCode1
CoSQA: 20,000+ Web Queries for Code Search and Question AnsweringCode1
CodeXGLUE: A Machine Learning Benchmark Dataset for Code Understanding and GenerationCode1
Structure-Aware Language Model Pretraining Improves Dense Retrieval on Structured DataCode1
Bridging Pre-trained Models and Downstream Tasks for Source Code UnderstandingCode1
deGraphCS: Embedding Variable-based Flow Graph for Neural Code SearchCode1
ContraCLM: Contrastive Learning For Causal Language ModelCode1
Memorization and Generalization in Neural Code Intelligence ModelsCode0
CoDesc: A Large Code-Description Parallel DatasetCode0
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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