WebPress J to jump to the feed. Press question mark to learn the rest of the keyboard shortcuts Searching code on GitHub is currently limited to keyword search. This assumes either the user knows the syntax, or can anticipate what keywords might be in comments surrounding the code they are looking for. Our machine learning scientists have been researching ways to enable the semantic searchof code. To fully … See more One of the key areas of machine learning research underway at GitHub is representation learning of entities, such as repos, code, issues, profiles and users. We have made significant … See more The below diagram summarizes all the steps in our current semantic-search workflow: We are exploring ways to improve almost every … See more This is an exciting time for the machine learning research team at GitHub and we are looking to expand. If our work interests you, please get in touch! See more Our open-source end-to-end tutorialcontains a detailed walkthrough of the approach outlined in this blog, along with code and data you can use to reproduce the results. This open source example (with some … See more

Bag-of-Words Baselines for Semantic Code Search

WebNov 6, 2024 · Semantic search is a collection of query-related capabilities that bring semantic relevance and language understanding to search results. This article is a high … WebApr 7, 2024 · This paper aims to address the problem NL2Fix of translating natural language descriptions of code changes (namely bug fixes described in Issue reports in repositories) … laga rathenow

MulCS: Towards a Unified Deep Representation for Multilingual Code Search

Webin natural language. The semantic gap be-tween natural language and programming lan-guages has for long been regarded as one of the most significant obstacles to the effective-ness of keyword-based information retrieval (IR) methods. It is a common assumption that “traditional” bag-of-words IR methods are poorly suited for semantic … WebThe semantic gap between natural language and programming languages has for long been regarded as one of the most significant obstacles to the effectiveness of keyword-based … WebJun 23, 2024 · Semantic Analysis. Semantic analysis is the process of finding the meaning from text. This analysis gives the power to computers to understand and interpret … removal loop recorder icd 10