{"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/cogalex-v-shared-task-lexnet-integrated-path","title":"CogALex-V Shared Task: LexNET - Integrated Path-based and Distributional Method for the Identification of Semantic Relations","arxiv_id":"1610.08694","date":"2016-10-27","proceeding":"WS 2016 12","authors":["Vered Shwartz","Ido Dagan"],"abstract":"We present a submission to the CogALex 2016 shared task on the corpus-based\nidentification of semantic relations, using LexNET (Shwartz and Dagan, 2016),\nan integrated path-based and distributional method for semantic relation\nclassification. The reported results in the shared task bring this submission\nto the third place on subtask 1 (word relatedness), and the first place on\nsubtask 2 (semantic relation classification), demonstrating the utility of\nintegrating the complementary path-based and distributional information sources\nin recognizing concrete semantic relations. Combined with a common similarity\nmeasure, LexNET performs fairly good on the word relatedness task (subtask 1).\nThe relatively low performance of LexNET and all other systems on subtask 2,\nhowever, confirms the difficulty of the semantic relation classification task,\nand stresses the need to develop additional methods for this task.","url_abs":"http://arxiv.org/abs/1610.08694v3","url_pdf":"http://arxiv.org/pdf/1610.08694v3.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":"cogalex-v-shared-task-lexnet-integrated-path","repo_url":"https://github.com/vered1986/LexNET","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification-1","task_name":"Classification"},{"task_slug":"classification","task_name":"General Classification"},{"task_slug":null,"task_name":"Relation"},{"task_slug":"relation-classification","task_name":"Relation Classification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}