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Code Search

1 papers with code ยท Computer Code

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Graph4Code: A Machine Interpretable Knowledge Graph for Code

21 Feb 2020

Graph4Code attempts to build well structured knowledge graphs about program code to similarly revolutionize diverse applications such as code search, code understanding, refactoring, bug detection, and code automation.

CODE SEARCH IMAGE CLASSIFICATION KNOWLEDGE GRAPHS

CodeBERT: A Pre-Trained Model for Programming and Natural Languages

19 Feb 2020

Results show that CodeBERT achieves state-of-the-art performance on both natural language code search and code documentation generation tasks.

CODE SEARCH

SCELMo: Source Code Embeddings from Language Models

ICLR 2020

Continuous embeddings of tokens in computer programs have been used to support a variety of software development tools, including readability, code search, and program repair.

CODE SEARCH

Semantic Source Code Search: A Study of the Past and a Glimpse at the Future

15 Aug 2019

With the recent explosion in the size and complexity of source codebases and software projects, the need for efficient source code search engines has increased dramatically.

CODE SEARCH INFORMATION RETRIEVAL

A Language-Agnostic Model for Semantic Source Code Labeling

3 Jun 2019

We use Stack Overflow code snippets and their tags to train a language-agnostic, deep convolutional neural network to automatically predict semantic labels for source code documents.

CODE SEARCH

When Deep Learning Met Code Search

9 May 2019

Our evaluation shows that: 1. adding supervision to an existing unsupervised technique can improve performance, though not necessarily by much; 2. simple networks for supervision can be more effective that more sophisticated sequence-based networks for code search; 3. while it is common to use docstrings to carry out supervision, there is a sizeable gap between the effectiveness of docstrings and a more query-appropriate supervision corpus.

CODE SEARCH

Crowd Sourced Data Analysis: Mapping of Programming Concepts to Syntactical Patterns

28 Mar 2019

Since programming concepts do not match their syntactic representations, code search is a very tedious task.

CODE SEARCH

Variable-Length Hashing

17 Mar 2016

In particular, we propose a block K-means hashing (B-KMH) method to obtain significantly improved retrieval performance with no increase in storage and marginal increase in computational cost.

CODE SEARCH