{"id":"https://openalex.org/W4388955706","doi":"https://doi.org/10.1145/3624918.3629550","title":"Large Language Models for Recommendation: Progresses and Future Directions","display_name":"Large Language Models for Recommendation: Progresses and Future Directions","publication_year":2023,"publication_date":"2023-11-23","ids":{"openalex":"https://openalex.org/W4388955706","doi":"https://doi.org/10.1145/3624918.3629550"},"language":"en","primary_location":{"id":"doi:10.1145/3624918.3629550","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624918.3629550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in the Asia Pacific Region","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013954858","display_name":"Keqin Bao","orcid":"https://orcid.org/0009-0001-5910-0204"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Keqin Bao","raw_affiliation_strings":["University of Science and Technology in China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology in China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077166728","display_name":"Jizhi Zhang","orcid":"https://orcid.org/0000-0002-0251-465X"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jizhi Zhang","raw_affiliation_strings":["University of Science and Technology in China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology in China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100664091","display_name":"Yang Zhang","orcid":"https://orcid.org/0000-0002-7863-5183"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yang Zhang","raw_affiliation_strings":["University of Science and Technology in China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology in China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Wang Wenjie","orcid":null},"institutions":[{"id":"https://openalex.org/I165932596","display_name":"National University of Singapore","ror":"https://ror.org/01tgyzw49","country_code":"SG","type":"education","lineage":["https://openalex.org/I165932596"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Wang Wenjie","raw_affiliation_strings":["National University of Singapore, Singapore"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Singapore, Singapore","institution_ids":["https://openalex.org/I165932596"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051925942","display_name":"Fuli Feng","orcid":"https://orcid.org/0000-0002-5828-9842"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fuli Feng","raw_affiliation_strings":["University of Science and Technology in China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology in China, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038668215","display_name":"Xiangnan He","orcid":"https://orcid.org/0000-0001-8472-7992"},"institutions":[{"id":"https://openalex.org/I126520041","display_name":"University of Science and Technology of China","ror":"https://ror.org/04c4dkn09","country_code":"CN","type":"education","lineage":["https://openalex.org/I126520041","https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiangnan He","raw_affiliation_strings":["University of Science and Technology in China, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Science and Technology in China, China","institution_ids":["https://openalex.org/I126520041"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.322,"has_fulltext":false,"cited_by_count":29,"citation_normalized_percentile":{"value":0.97487252,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"306","last_page":"309"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10028","display_name":"Topic Modeling","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11273","display_name":"Advanced Graph Neural Networks","score":0.9883000254631042,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ranking","display_name":"Ranking (information retrieval)","score":0.723514974117279},{"id":"https://openalex.org/keywords/recommender-system","display_name":"Recommender system","score":0.7033244371414185},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6860721111297607},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.5245221853256226},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.41036418080329895},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3855418562889099},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31973692774772644},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.3197350800037384}],"concepts":[{"id":"https://openalex.org/C189430467","wikidata":"https://www.wikidata.org/wiki/Q7293293","display_name":"Ranking (information retrieval)","level":2,"score":0.723514974117279},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.7033244371414185},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6860721111297607},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.5245221853256226},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.41036418080329895},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3855418562889099},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31973692774772644},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.3197350800037384}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3624918.3629550","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3624918.3629550","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the Annual International ACM SIGIR Conference on Research and Development in Information Retrieval in the Asia Pacific Region","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Industry, innovation and infrastructure","score":0.6000000238418579,"id":"https://metadata.un.org/sdg/9"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W2605350416","https://openalex.org/W2798435682","https://openalex.org/W2810397803","https://openalex.org/W2811414451","https://openalex.org/W2945827670","https://openalex.org/W2963367478","https://openalex.org/W2984100107","https://openalex.org/W3001084835","https://openalex.org/W3044084930","https://openalex.org/W3045200674","https://openalex.org/W3101366597","https://openalex.org/W3156939347","https://openalex.org/W3175529606","https://openalex.org/W3200511717","https://openalex.org/W4281758439","https://openalex.org/W4290944002","https://openalex.org/W4296591867","https://openalex.org/W4368755500","https://openalex.org/W4372347502","https://openalex.org/W4385562487","https://openalex.org/W4385638369","https://openalex.org/W4385966010","https://openalex.org/W4386728733","https://openalex.org/W4386728881","https://openalex.org/W4386728933","https://openalex.org/W4386730022"],"related_works":["https://openalex.org/W4365211920","https://openalex.org/W3014948380","https://openalex.org/W4380551139","https://openalex.org/W2280377497","https://openalex.org/W3174044702","https://openalex.org/W4238433571","https://openalex.org/W2967848559","https://openalex.org/W4283803360","https://openalex.org/W4317695495","https://openalex.org/W4387506531"],"abstract_inverted_index":{"The":[0],"powerful":[1],"large":[2],"language":[3],"models":[4],"(LLMs)":[5],"have":[6],"played":[7],"a":[8,24],"pivotal":[9],"role":[10],"in":[11,16,28],"advancing":[12],"recommender":[13,73,81],"systems.":[14,82],"Recently,":[15],"both":[17],"academia":[18],"and":[19,47],"industry,":[20],"there":[21],"has":[22],"been":[23],"surge":[25],"of":[26,55],"interest":[27],"developing":[29],"LLMs":[30,42,58],"for":[31,43,59,78],"recommendation,":[32],"referred":[33],"to":[34,69],"as":[35,49,51],"LLM4Rec.":[36],"This":[37],"includes":[38],"endeavors":[39],"like":[40],"leveraging":[41],"generative":[44],"item":[45],"retrieval":[46],"ranking,":[48],"well":[50],"the":[52,67,71,76,79],"exciting":[53],"possibility":[54],"building":[56],"universal":[57],"diverse":[60],"open-ended":[61],"recommendation":[62],"tasks.":[63],"These":[64],"developments":[65],"hold":[66],"potential":[68],"reshape":[70],"traditional":[72],"paradigm,":[74],"paving":[75],"way":[77],"next-generation":[80]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":10}],"updated_date":"2026-07-30T17:31:21.811387","created_date":"2025-10-10T00:00:00"}
