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
Generating Code with the Help of Retrieved Template Functions and Stack Overflow Answers—0
In-the-loop Hyper-Parameter Optimization for LLM-Based Automated Design of Heuristics—0
Unveiling Code Pre-Trained Models: Investigating Syntax and Semantics Capacities—0
Knowledge Graph Based Repository-Level Code Generation—0
Laminar: A New Serverless Stream-based Framework with Semantic Code Search and Code Completion—0
Large Language Models are Qualified Benchmark Builders: Rebuilding Pre-Training Datasets for Advancing Code Intelligence Tasks—0
LEANCODE: Understanding Models Better for Code Simplification of Pre-trained Large Language Models—0
InferCode: Self-Supervised Learning of Code Representations by Predicting Subtrees—0
SpecRover: Code Intent Extraction via LLMs—0
LoRACode: LoRA Adapters for Code Embeddings—0
MGS3: A Multi-Granularity Self-Supervised Code Search Framework—0
Natural Language Outlines for Code: Literate Programming in the LLM Era—0
Neuro-symbolic Zero-Shot Code Cloning with Cross-Language Intermediate Representation—0
Noisy Pair Corrector for Dense Retrieval—0
OASIS: Order-Augmented Strategy for Improved Code Search—0
MoSE: Hierarchical Self-Distillation Enhances Early Layer Embeddings—0
On the Compression of Language Models for Code: An Empirical Study on CodeBERT—0
On the Transferability of Pre-trained Language Models for Low-Resource Programming Languages—0
OrcaLoca: An LLM Agent Framework for Software Issue Localization—0
SCELMo: Source Code Embeddings from Language Models—0
Searching by Code: a New SearchBySnippet Dataset and SnippeR Retrieval Model for Searching by Code Snippets—0
Semantic approaches to software component retrieval with English queries—0
Semantic Code Search for Smart Contracts—0
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
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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