{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/exploring-language-similarities-with","title":"Exploring Language Similarities with Dimensionality Reduction Technique","arxiv_id":"1902.06092","date":"2019-02-16","proceeding":null,"authors":["Sangarshanan Veeraraghavan"],"abstract":"In recent years several novel models were developed to process natural\nlanguage, development of accurate language translation systems have helped us\novercome geographical barriers and communicate ideas effectively. These models\nare developed mostly for a few languages that are widely used while other\nlanguages are ignored. Most of the languages that are spoken share lexical,\nsyntactic and sematic similarity with several other languages and knowing this\ncan help us leverage the existing model to build more specific and accurate\nmodels that can be used for other languages, so here I have explored the idea\nof representing several known popular languages in a lower dimension such that\ntheir similarities can be visualized using simple 2 dimensional plots. This can\neven help us understand newly discovered languages that may not share its\nvocabulary with any of the existing languages.","url_abs":"http://arxiv.org/abs/1902.06092v1","url_pdf":"http://arxiv.org/pdf/1902.06092v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"exploring-language-similarities-with","repo_url":"https://github.com/Sangarshanan/Exploring-Language-similarities","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"dimensionality-reduction","task_name":"Dimensionality Reduction"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}