English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Tools annual

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Tools monthly

Global: Zendy Plus monthly

Presents the access of premium content as premium feature

Premium Content

Global: Zendy Plus annual

Global: Zendy Free Plan

Code intelligence leverages machine learning techniques to extract knowledgefrom extensive code corpora, with the aim of developing intelligent tools toimprove the quality and productivity of computer programming. Currently, thereis already a thriving research community focusing on code intelligence, withefforts ranging from software engineering, machine learning, data mining,natural language processing, and programming languages. In this paper, weconduct a comprehensive literature review on deep learning for codeintelligence, from the aspects of code representation learning, deep learningtechniques, and application tasks. We also benchmark several state-of-the-artneural models for code intelligence, and provide an open-source toolkittailored for the rapid prototyping of deep-learning-based code intelligencemodels. In particular, we inspect the existing code intelligence models underthe basis of code representation learning, and provide a comprehensive overviewto enhance comprehension of the present state of code intelligence.Furthermore, we publicly release the source code and data resources to providethe community with a ready-to-use benchmark, which can facilitate theevaluation and comparison of existing and future code intelligence models(https://xcodemind.github.io). At last, we also point out several challengingand promising directions for future research.

Deep Learning for Code Intelligence: Survey, Benchmark and Toolkit