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