{"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/stance-prediction-for-russian-data-and","title":"Stance Prediction for Russian: Data and Analysis","arxiv_id":"1809.01574","date":"2018-09-05","proceeding":null,"authors":["Nikita Lozhnikov","Leon Derczynski","Manuel Mazzara"],"abstract":"Stance detection is a critical component of rumour and fake news\nidentification. It involves the extraction of the stance a particular author\ntakes related to a given claim, both expressed in text. This paper investigates\nstance classification for Russian. It introduces a new dataset, RuStance, of\nRussian tweets and news comments from multiple sources, covering multiple\nstories, as well as text classification approaches to stance detection as\nbenchmarks over this data in this language. As well as presenting this\nopenly-available dataset, the first of its kind for Russian, the paper presents\na baseline for stance prediction in the language.","url_abs":"http://arxiv.org/abs/1809.01574v2","url_pdf":"http://arxiv.org/pdf/1809.01574v2.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":"stance-prediction-for-russian-data-and","repo_url":"https://github.com/npenzin/rustance","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null},{"paper_slug":"stance-prediction-for-russian-data-and","repo_url":"https://github.com/StrombergNLP/rustance","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"prediction","task_name":"Prediction"},{"task_slug":"stance-classification","task_name":"Stance Classification"},{"task_slug":"stance-detection","task_name":"Stance Detection"},{"task_slug":"text-classification-1","task_name":"text-classification"}],"methods":[],"datasets_introduced":[{"slug":"rustance","name":"RuStance","full_name":""}],"methods_introduced":[],"results":[{"leaderboard":"/sota/stance-detection-on-rustance","task":"Stance Detection","dataset":"RuStance","model":"Boosting","rank_in_archive_order":1,"of":1,"metrics":{"F1":"0.865"},"uses_additional_data":false}],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}