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 101–125 of 125 papers

TitleStatusHype
URECA: The Chain of Two Minimum Set Cover Problems exists behind Adaptation to Shifts in Semantic Code Search—0
Variable-Length Hashing—0
You Don't Know Search: Helping Users Find Code by Automatically Evaluating Alternative Queries—0
TransformCode: A Contrastive Learning Framework for Code Embedding via Subtree TransformationCode0
CodeT5+: Open Code Large Language Models for Code Understanding and GenerationCode0
CodeRetriever: Unimodal and Bimodal Contrastive Learning for Code SearchCode0
Code Execution with Pre-trained Language ModelsCode0
CoDesc: A Large Code-Description Parallel DatasetCode0
Evaluating How Developers Use General-Purpose Web-Search for Code RetrievalCode0
NS3: Neuro-Symbolic Semantic Code SearchCode0
CoSQA+: Pioneering the Multi-Choice Code Search Benchmark with Test-Driven AgentsCode0
REINFOREST: Reinforcing Semantic Code Similarity for Cross-Lingual Code Search ModelsCode0
Memorization and Generalization in Neural Code Intelligence ModelsCode0
Global Contrastive Batch Sampling via Optimization on Sample PermutationsCode0
Constructing Multilingual Code Search Dataset Using Neural Machine TranslationCode0
MELT: Mining Effective Lightweight Transformations from Pull RequestsCode0
CoNCRA: A Convolutional Neural Network Code Retrieval ApproachCode0
What Do They Capture? -- A Structural Analysis of Pre-Trained Language Models for Source CodeCode0
Isotropy Matters: Soft-ZCA Whitening of Embeddings for Semantic Code SearchCode0
ProCQA: A Large-scale Community-based Programming Question Answering Dataset for Code SearchCode0
GraphCodeBERT: Pre-training Code Representations with Data FlowCode0
Repository-level Code Search with Neural Retrieval MethodsCode0
Generating Clarifying Questions for Query Refinement in Source Code SearchCode0
GenCodeSearchNet: A Benchmark Test Suite for Evaluating Generalization in Programming Language UnderstandingCode0
When Deep Learning Met Code SearchCode0
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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