{"id":"https://openalex.org/W4415238079","doi":"https://doi.org/10.1007/s11704-025-40843-1","title":"Exploiting large language model with reinforcement learning for generative job recommendations","display_name":"Exploiting large language model with reinforcement learning for generative job recommendations","publication_year":2025,"publication_date":"2025-10-16","ids":{"openalex":"https://openalex.org/W4415238079","doi":"https://doi.org/10.1007/s11704-025-40843-1"},"language":"en","primary_location":{"id":"doi:10.1007/s11704-025-40843-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11704-025-40843-1","pdf_url":null,"source":{"id":"https://openalex.org/S4210231404","display_name":"Frontiers of Computer Science","issn_l":"2095-2228","issn":["2095-2228","2095-2236"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311889","host_organization_name":"Higher Education Press","host_organization_lineage":["https://openalex.org/P4310311889"],"host_organization_lineage_names":["Higher Education Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Computer Science","raw_type":"journal-article"},"type":"article","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/A5040762883","display_name":"Zhi Zheng","orcid":"https://orcid.org/0000-0001-7758-8904"},"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"]},{"id":"https://openalex.org/I4210157345","display_name":"Venus Medtech (China)","ror":"https://ror.org/05xzt2h26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210157345"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhi Zheng","raw_affiliation_strings":["Career Science Lab, BOSS Zhipin, Beijing, 100020, China","School of Computer Science, University of Science and Technology of China, Hefei, 230026, China"],"affiliations":[{"raw_affiliation_string":"Career Science Lab, BOSS Zhipin, Beijing, 100020, China","institution_ids":["https://openalex.org/I4210157345"]},{"raw_affiliation_string":"School of Computer Science, University of Science and Technology of China, Hefei, 230026, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101523508","display_name":"Zhaopeng Qiu","orcid":"https://orcid.org/0009-0006-7067-3763"},"institutions":[{"id":"https://openalex.org/I4210157345","display_name":"Venus Medtech (China)","ror":"https://ror.org/05xzt2h26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210157345"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao-Peng Qiu","raw_affiliation_strings":["Career Science Lab, BOSS Zhipin, Beijing, 100020, China"],"affiliations":[{"raw_affiliation_string":"Career Science Lab, BOSS Zhipin, Beijing, 100020, China","institution_ids":["https://openalex.org/I4210157345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100768322","display_name":"Chen Zhu","orcid":null},"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":"Chen Zhu","raw_affiliation_strings":["School of Management, University of Science and Technology of China, Hefei, 230026, China"],"affiliations":[{"raw_affiliation_string":"School of Management, University of Science and Technology of China, Hefei, 230026, China","institution_ids":["https://openalex.org/I126520041"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100674751","display_name":"Xiao Hu","orcid":"https://orcid.org/0009-0002-6761-6259"},"institutions":[{"id":"https://openalex.org/I4210157345","display_name":"Venus Medtech (China)","ror":"https://ror.org/05xzt2h26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210157345"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Hu","raw_affiliation_strings":["Career Science Lab, BOSS Zhipin, Beijing, 100020, China"],"affiliations":[{"raw_affiliation_string":"Career Science Lab, BOSS Zhipin, Beijing, 100020, China","institution_ids":["https://openalex.org/I4210157345"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052639977","display_name":"Likang Wu","orcid":"https://orcid.org/0000-0002-4929-8587"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Li-Kang Wu","raw_affiliation_strings":["College of Management and Economics, Tianjin University, Tianjin, 300072, China"],"affiliations":[{"raw_affiliation_string":"College of Management and Economics, Tianjin University, Tianjin, 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100688422","display_name":"Yang Song","orcid":"https://orcid.org/0000-0001-8252-9626"},"institutions":[{"id":"https://openalex.org/I76587968","display_name":"Bose (United States)","ror":"https://ror.org/0427k1a73","country_code":"US","type":"company","lineage":["https://openalex.org/I76587968"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yang Song","raw_affiliation_strings":["NBG Lab, BOSS Zhipin, Beijing, 100020, China"],"affiliations":[{"raw_affiliation_string":"NBG Lab, BOSS Zhipin, Beijing, 100020, China","institution_ids":["https://openalex.org/I76587968"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5049015446","display_name":"Hengshu Zhu","orcid":"https://orcid.org/0000-0003-4570-643X"},"institutions":[{"id":"https://openalex.org/I4210157345","display_name":"Venus Medtech (China)","ror":"https://ror.org/05xzt2h26","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210157345"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Heng-Shu Zhu","raw_affiliation_strings":["Career Science Lab, BOSS Zhipin, Beijing, 100020, China"],"affiliations":[{"raw_affiliation_string":"Career Science Lab, BOSS Zhipin, Beijing, 100020, China","institution_ids":["https://openalex.org/I4210157345"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101862104","display_name":"Hui Xiong","orcid":"https://orcid.org/0000-0001-6016-6465"},"institutions":[{"id":"https://openalex.org/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]},{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]},{"id":"https://openalex.org/I90610280","display_name":"South China University of Technology","ror":"https://ror.org/0530pts50","country_code":"CN","type":"education","lineage":["https://openalex.org/I90610280"]}],"countries":["CN","HK"],"is_corresponding":false,"raw_author_name":"Hui Xiong","raw_affiliation_strings":["Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, 999077, China","Thrust of Artificial Intelligence, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 510730, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, 999077, China","institution_ids":["https://openalex.org/I200769079"]},{"raw_affiliation_string":"Thrust of Artificial Intelligence, Hong Kong University of Science and Technology (Guangzhou), Guangzhou, 510730, China","institution_ids":["https://openalex.org/I90610280","https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5040762883"],"corresponding_institution_ids":["https://openalex.org/I126520041","https://openalex.org/I4210157345"],"apc_list":{"value":2290,"currency":"EUR","value_usd":2890},"apc_paid":null,"fwci":6.6284,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.96908653,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":91,"max":99},"biblio":{"volume":"20","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9994000196456909,"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"}},"topics":[{"id":"https://openalex.org/T10203","display_name":"Recommender Systems and Techniques","score":0.9994000196456909,"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/T10028","display_name":"Topic Modeling","score":0.9925000071525574,"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/T12101","display_name":"Advanced Bandit Algorithms Research","score":0.9693999886512756,"subfield":{"id":"https://openalex.org/subfields/1803","display_name":"Management Science and Operations Research"},"field":{"id":"https://openalex.org/fields/18","display_name":"Decision Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/reinforcement-learning","display_name":"Reinforcement learning","score":0.7516000270843506},{"id":"https://openalex.org/keywords/generative-grammar","display_name":"Generative grammar","score":0.6901999711990356},{"id":"https://openalex.org/keywords/grasp","display_name":"GRASP","score":0.6575000286102295},{"id":"https://openalex.org/keywords/baseline","display_name":"Baseline (sea)","score":0.6345999836921692},{"id":"https://openalex.org/keywords/generative-model","display_name":"Generative model","score":0.6205999851226807},{"id":"https://openalex.org/keywords/matching","display_name":"Matching (statistics)","score":0.5827999711036682},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.4943000078201294}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8561000227928162},{"id":"https://openalex.org/C97541855","wikidata":"https://www.wikidata.org/wiki/Q830687","display_name":"Reinforcement learning","level":2,"score":0.7516000270843506},{"id":"https://openalex.org/C39890363","wikidata":"https://www.wikidata.org/wiki/Q36108","display_name":"Generative grammar","level":2,"score":0.6901999711990356},{"id":"https://openalex.org/C171268870","wikidata":"https://www.wikidata.org/wiki/Q1486676","display_name":"GRASP","level":2,"score":0.6575000286102295},{"id":"https://openalex.org/C12725497","wikidata":"https://www.wikidata.org/wiki/Q810247","display_name":"Baseline (sea)","level":2,"score":0.6345999836921692},{"id":"https://openalex.org/C167966045","wikidata":"https://www.wikidata.org/wiki/Q5532625","display_name":"Generative model","level":3,"score":0.6205999851226807},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6126999855041504},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5827999711036682},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5529999732971191},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.4943000078201294},{"id":"https://openalex.org/C137293760","wikidata":"https://www.wikidata.org/wiki/Q3621696","display_name":"Language model","level":2,"score":0.4603999853134155},{"id":"https://openalex.org/C557471498","wikidata":"https://www.wikidata.org/wiki/Q554950","display_name":"Recommender system","level":2,"score":0.33390000462532043},{"id":"https://openalex.org/C2776230583","wikidata":"https://www.wikidata.org/wiki/Q1322198","display_name":"Spoken language","level":2,"score":0.32019999623298645},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.31869998574256897},{"id":"https://openalex.org/C185798385","wikidata":"https://www.wikidata.org/wiki/Q1161707","display_name":"Benchmark (surveying)","level":2,"score":0.2980000078678131},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.28630000352859497},{"id":"https://openalex.org/C13662910","wikidata":"https://www.wikidata.org/wiki/Q193139","display_name":"Trajectory","level":2,"score":0.2809000015258789},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.2782000005245209},{"id":"https://openalex.org/C2775997480","wikidata":"https://www.wikidata.org/wiki/Q586277","display_name":"Degree (music)","level":2,"score":0.27410000562667847}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11704-025-40843-1","is_oa":false,"landing_page_url":"https://doi.org/10.1007/s11704-025-40843-1","pdf_url":null,"source":{"id":"https://openalex.org/S4210231404","display_name":"Frontiers of Computer Science","issn_l":"2095-2228","issn":["2095-2228","2095-2236"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310311889","host_organization_name":"Higher Education Press","host_organization_lineage":["https://openalex.org/P4310311889"],"host_organization_lineage_names":["Higher Education Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers of Computer Science","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2602856279","https://openalex.org/W2605350416","https://openalex.org/W2620949368","https://openalex.org/W2750779823","https://openalex.org/W2903296288","https://openalex.org/W2914304175","https://openalex.org/W2952370363","https://openalex.org/W2952396276","https://openalex.org/W2984100107","https://openalex.org/W2989031759","https://openalex.org/W3149985273","https://openalex.org/W4281693291","https://openalex.org/W4292420207","https://openalex.org/W4382246105","https://openalex.org/W4386728933","https://openalex.org/W4401834466"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-03-26T15:22:09.906841","created_date":"2025-10-16T00:00:00"}