{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T15:29:13Z","timestamp":1774538953771,"version":"3.50.1"},"reference-count":47,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"2","license":[{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,5,1]],"date-time":"2025-05-01T00:00:00Z","timestamp":1746057600000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"DOI":"10.13039\/100014862","name":"China Mobile (Chengdu) Industrial Research Fund","doi-asserted-by":"publisher","award":["G2339131001001T"],"award-info":[{"award-number":["G2339131001001T"]}],"id":[{"id":"10.13039\/100014862","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["62372083"],"award-info":[{"award-number":["62372083"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Sichuan Science and Technology Support Plan","award":["2024NSFTD0005"],"award-info":[{"award-number":["2024NSFTD0005"]}]},{"name":"Sichuan Science and Technology Support Plan","award":["2023YFS0020"],"award-info":[{"award-number":["2023YFS0020"]}]},{"name":"Sichuan Science and Technology Support Plan","award":["2023YFS0197"],"award-info":[{"award-number":["2023YFS0197"]}]},{"name":"Sichuan Science and Technology Support Plan","award":["2023YFG0148"],"award-info":[{"award-number":["2023YFG0148"]}]},{"DOI":"10.13039\/501100012226","name":"Fundamental Research Funds for the Central Universities","doi-asserted-by":"publisher","award":["ZYGX2022YGRH012"],"award-info":[{"award-number":["ZYGX2022YGRH012"]}],"id":[{"id":"10.13039\/501100012226","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Researcher Supporting Project, King Saud University, Riyadh, Saudi Arabia","award":["RSPD2025R582"],"award-info":[{"award-number":["RSPD2025R582"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Trans. Consumer Electron."],"published-print":{"date-parts":[[2025,5]]},"DOI":"10.1109\/tce.2025.3540780","type":"journal-article","created":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T13:24:23Z","timestamp":1739280263000},"page":"7341-7351","source":"Crossref","is-referenced-by-count":1,"title":["Bidirectionally Guided Large Language Models for Consumer-Centric Personalized Recommendation"],"prefix":"10.1109","volume":"71","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-5294-0094","authenticated-orcid":false,"given":"Linfang","family":"Yu","sequence":"first","affiliation":[{"name":"Sichuan Postdoctoral Practice Innovation Base, China Mobile (Chengdu) Industrial Research Institute, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8717-8375","authenticated-orcid":false,"given":"Peng","family":"Xiao","sequence":"additional","affiliation":[{"name":"School of Computer and Network Security, Chengdu University of Technology, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6315-4240","authenticated-orcid":false,"given":"Liqun","family":"Xu","sequence":"additional","affiliation":[{"name":"Research and Development Department I, Expert Xu’s Laboratory, China Mobile (Chengdu) Industrial Research Institute, Chengdu, China"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4929-5383","authenticated-orcid":false,"given":"Saru","family":"Kumari","sequence":"additional","affiliation":[{"name":"Department of Mathematics, Chaudhary Charan Singh University, Meerut, India"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6593-112X","authenticated-orcid":false,"given":"Mohammed J. F.","family":"Alenazi","sequence":"additional","affiliation":[{"name":"Department of Computer Engineering, College of Computer and Information Sciences, King Saud University, Riyadh, Saudi Arabia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"issue":"1","key":"ref1","doi-asserted-by":"crossref","first-page":"141","DOI":"10.3390\/electronics11010141","article-title":"A survey of recommendation systems: Recommendation models, techniques, and application fields","volume":"11","author":"Ko","year":"2022","journal-title":"Electronics"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.30574\/gscarr.2024.18.3.0090"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2023.3327408"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2023.3277549"},{"issue":"2","key":"ref5","doi-asserted-by":"crossref","DOI":"10.1016\/j.im.2023.103905","article-title":"Exploring the impacts of a recommendation system on an e-platform based on consumers\u2019 online behavioral data","volume":"61","author":"Feng","year":"2024","journal-title":"Inf. Manage."},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2023.3314537"},{"key":"ref7","doi-asserted-by":"crossref","DOI":"10.1016\/j.cosrev.2024.100618","article-title":"Content-driven music recommendation: Evolution, state of the art, and challenges","volume":"51","author":"Deldjoo","year":"2024","journal-title":"Comput. Sci. Rev."},{"key":"ref8","first-page":"91","volume-title":"Advances in Collaborative Filtering","author":"Koren","year":"2022"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/tce.2023.3319632"},{"key":"ref10","first-page":"73","volume-title":"Content-Based Recommender Systems: State of the Art and Trends","author":"Lops","year":"2011"},{"issue":"3","key":"ref11","doi-asserted-by":"crossref","first-page":"274","DOI":"10.3991\/ijet.v16i03.18851","article-title":"A review of content-based and context-based recommendation systems","volume":"16","author":"Javed","year":"2021","journal-title":"Int. J. Emerg. Technol. Learn."},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3608889"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/tkde.2024.3392335"},{"key":"ref14","article-title":"Towards next-generation LLM-based recommender systems: A survey and beyond","author":"Wang","year":"2024","journal-title":"arXiv:2410.19744"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1145\/3605943"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1007\/s11704-024-40231-1"},{"key":"ref17","article-title":"LLaMA: Open and efficient foundation language models","author":"Touvron","year":"2023","journal-title":"arXiv:2302.13971"},{"key":"ref18","article-title":"GPT-4 technical report","volume-title":"arXiv:2303.08774","author":"Achiam","year":"2024"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/3523227.3546767"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00619"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1145\/3624918.3629550"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3610647"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3608874"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1145\/3604915.3608857"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-031-56063-7_42"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TIFS.2023.3294725"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3589334.3645347"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1145\/3583780.3614949"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/cai59869.2024.00277"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1109\/tdsc.2024.3432650"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1145\/3637528.3671931"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679558"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3757925"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679913"},{"key":"ref35","article-title":"BERT: Pre-training of deep bidirectional transformers for language understanding","author":"Devlin","year":"2019","journal-title":"arXiv:1810.04805"},{"key":"ref36","first-page":"1877","article-title":"Language models are few-shot learners","volume-title":"Proc. 34th Int. Conf. Neural Inf. Process. Syst.","volume":"33","author":"Brown"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1145\/3357384.3357895"},{"key":"ref38","article-title":"Vocabulary expansion for low-resource cross-lingual transfer","author":"Yamaguchi","year":"2024","journal-title":"arXiv:2406.11477"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1145\/3701716.3715463"},{"key":"ref40","article-title":"Improving LLMs for recommendation with out-of-vocabulary tokens","author":"Huang","year":"2024","journal-title":"arXiv:2406.08477"},{"key":"ref41","article-title":"Finetuning large language model for Personalized ranking","author":"Bai","year":"2024","journal-title":"arXiv:2405.16127"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i8.28777"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1214\/17-ba1082"},{"key":"ref44","article-title":"Bridging language and items for retrieval and recommendation","author":"Hou","year":"2024","journal-title":"arXiv:2403.03952"},{"key":"ref45","volume-title":"Yelp open dataset","year":"2023"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1145\/3340531.3411954"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1145\/3583780.3615017"}],"container-title":["IEEE Transactions on Consumer Electronics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/30\/11128999\/10879594.pdf?arnumber=10879594","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,19]],"date-time":"2025-08-19T18:16:48Z","timestamp":1755627408000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10879594\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5]]},"references-count":47,"journal-issue":{"issue":"2"},"URL":"https:\/\/doi.org\/10.1109\/tce.2025.3540780","relation":{},"ISSN":["0098-3063","1558-4127"],"issn-type":[{"value":"0098-3063","type":"print"},{"value":"1558-4127","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,5]]}}}