{"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/a-tidy-data-model-for-natural-language","title":"A Tidy Data Model for Natural Language Processing using cleanNLP","arxiv_id":"1703.09570","date":"2017-03-27","proceeding":null,"authors":["Taylor Arnold"],"abstract":"The package cleanNLP provides a set of fast tools for converting a textual\ncorpus into a set of normalized tables. The underlying natural language\nprocessing pipeline utilizes Stanford's CoreNLP library, exposing a number of\nannotation tasks for text written in English, French, German, and Spanish.\nAnnotators include tokenization, part of speech tagging, named entity\nrecognition, entity linking, sentiment analysis, dependency parsing,\ncoreference resolution, and information extraction.","url_abs":"http://arxiv.org/abs/1703.09570v2","url_pdf":"http://arxiv.org/pdf/1703.09570v2.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":"a-tidy-data-model-for-natural-language","repo_url":"https://github.com/statsmaths/cleanNLP","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"coreference-resolution","task_name":"Coreference Resolution"},{"task_slug":"dependency-parsing","task_name":"Dependency Parsing"},{"task_slug":"entity-linking","task_name":"Entity Linking"},{"task_slug":"named-entity-recognition-1","task_name":"Named Entity Recognition"},{"task_slug":"named-entity-recognition-ner","task_name":"Named Entity Recognition (NER)"},{"task_slug":"part-of-speech-tagging","task_name":"Part-Of-Speech Tagging"},{"task_slug":"sentiment-analysis","task_name":"Sentiment Analysis"},{"task_slug":"coreference-resolution-1","task_name":"coreference-resolution"},{"task_slug":"named-entity-recognition","task_name":"named-entity-recognition"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}