{"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/overview-of-the-sv-ident-2022-shared-task-on","title":"Overview of the SV-Ident 2022 Shared Task on Survey Variable Identification in Social Science Publications","arxiv_id":"2209.09062","date":"2022-09-19","proceeding":"sdp (COLING) 2022 10","authors":["Tornike Tsereteli","Yavuz Selim Kartal","Simone Paolo Ponzetto","Andrea Zielinski","Kai Eckert","Philipp Mayr"],"abstract":"In this paper, we provide an overview of the SV-Ident shared task as part of the 3rd Workshop on Scholarly Document Processing (SDP) at COLING 2022. In the shared task, participants were provided with a sentence and a vocabulary of variables, and asked to identify which variables, if any, are mentioned in individual sentences from scholarly documents in full text. Two teams made a total of 9 submissions to the shared task leaderboard. While none of the teams improve on the baseline systems, we still draw insights from their submissions. Furthermore, we provide a detailed evaluation. Data and baselines for our shared task are freely available at https://github.com/vadis-project/sv-ident","url_abs":"https://arxiv.org/abs/2209.09062v1","url_pdf":"https://arxiv.org/pdf/2209.09062v1.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":"overview-of-the-sv-ident-2022-shared-task-on","repo_url":"https://github.com/vadis-project/sv-ident","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"variable-detection","task_name":"Variable Detection"},{"task_slug":"variable-disambiguation","task_name":"Variable Disambiguation"}],"methods":[],"datasets_introduced":[{"slug":"sv-ident","name":"SV-Ident","full_name":"Survey Variable Identification"}],"methods_introduced":[],"results":[{"leaderboard":"/sota/variable-detection-on-sv-ident","task":"Variable Detection","dataset":"SV-Ident","model":"SsciBERT","rank_in_archive_order":1,"of":2,"metrics":{"F1":"66.1"},"uses_additional_data":false},{"leaderboard":"/sota/variable-detection-on-sv-ident","task":"Variable Detection","dataset":"SV-Ident","model":"Sentence-T5","rank_in_archive_order":2,"of":2,"metrics":{"F1":"60.17"},"uses_additional_data":false},{"leaderboard":"/sota/variable-disambiguation-on-sv-ident","task":"Variable Disambiguation","dataset":"SV-Ident","model":"sentence-transformers/distiluse-base-multilingual-cased-v1","rank_in_archive_order":1,"of":4,"metrics":{"mAP@10":"18.93"},"uses_additional_data":false},{"leaderboard":"/sota/variable-disambiguation-on-sv-ident","task":"Variable Disambiguation","dataset":"SV-Ident","model":"Sentence-T5","rank_in_archive_order":2,"of":4,"metrics":{"mAP@10":"13.59"},"uses_additional_data":false},{"leaderboard":"/sota/variable-disambiguation-on-sv-ident","task":"Variable Disambiguation","dataset":"SV-Ident","model":"SPARTA","rank_in_archive_order":3,"of":4,"metrics":{"mAP@10":"11.27"},"uses_additional_data":false},{"leaderboard":"/sota/variable-disambiguation-on-sv-ident","task":"Variable Disambiguation","dataset":"SV-Ident","model":"BM25","rank_in_archive_order":4,"of":4,"metrics":{"mAP@10":"9.43"},"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}