{"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/semantic-compositionality-through-recursive","title":"Semantic Compositionality through Recursive Matrix-Vector Spaces","arxiv_id":null,"date":"2012-07-01","proceeding":"EMNLP 2012 7","authors":["Richard Socher","Brody Huval","Christopher D. Manning","Andrew Y. Ng"],"abstract":"","url_abs":"https://aclanthology.org/D12-1110","url_pdf":"https://aclanthology.org/D12-1110.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":[],"tasks":[{"task_slug":"information-retrieval","task_name":"Information Retrieval"},{"task_slug":"relation-classification","task_name":"Relation Classification"},{"task_slug":"semantic-composition","task_name":"Semantic Composition"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/relation-classification-on-semeval-2010-task-1","task":"Relation Classification","dataset":"SemEval 2010 Task 8","model":"MVRNN","rank_in_archive_order":6,"of":6,"metrics":{"F1":"82.4"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}