{"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/search-personalization-with-embeddings","title":"Search Personalization with Embeddings","arxiv_id":"1612.03597","date":"2016-12-12","proceeding":null,"authors":["Thanh Vu","Dat Quoc Nguyen","Mark Johnson","Dawei Song","Alistair Willis"],"abstract":"Recent research has shown that the performance of search personalization\ndepends on the richness of user profiles which normally represent the user's\ntopical interests. In this paper, we propose a new embedding approach to\nlearning user profiles, where users are embedded on a topical interest space.\nWe then directly utilize the user profiles for search personalization.\nExperiments on query logs from a major commercial web search engine demonstrate\nthat our embedding approach improves the performance of the search engine and\nalso achieves better search performance than other strong baselines.","url_abs":"http://arxiv.org/abs/1612.03597v1","url_pdf":"http://arxiv.org/pdf/1612.03597v1.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":"search-personalization-with-embeddings","repo_url":"https://github.com/daiquocnguyen/CapsE","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"tf","reach":{"status":"ok","spdx":"Apache-2.0"}}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}