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 51–60 of 125 papers

TitleStatusHype
Repository-level Code Search with Neural Retrieval MethodsCode0
OrcaLoca: An LLM Agent Framework for Software Issue Localization—0
On the Compression of Language Models for Code: An Empirical Study on CodeBERT—0
Isotropy Matters: Soft-ZCA Whitening of Embeddings for Semantic Code SearchCode0
In-the-loop Hyper-Parameter Optimization for LLM-Based Automated Design of Heuristics—0
Deep Code Search with Naming-Agnostic Contrastive Multi-View Learning—0
Natural Language Outlines for Code: Literate Programming in the LLM Era—0
LLM Agents Improve Semantic Code Search—0
SpecRover: Code Intent Extraction via LLMs—0
Toward Exploring the Code Understanding Capabilities of Pre-trained Code Generation Models—0
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All datasetsCodeSearchNetCoDescCodeXGLUE - AdvTestCodeSearchNet - RubyCodeXGLUE - WebQueryTestCoIR

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1cpt-code MOverall93.5—Unverified
2cpt-code SOverall93.4—Unverified
3GraphCodeBERTOverall77.4—Unverified
4CodeT5+ 770MOverall77.4—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