Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis.

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Title: Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis.
Authors: Xu, Lanling1, xulanling@ruc.edu.cn, Zhang, Junjie1, junjie.zhang@ruc.edu.cn, Li, Bingqian1, lizibing666@gmail.com, Wang, Jinpeng2, wjp.pku@gmail.com, Chen, Sheng2, chensheng19@meituan.com, Zhao, Wayne Xin3, batmanfly@gmail.com, Wen, Ji-Rong3, jrwen@ruc.edu.cn
Source: ACM Transactions on Knowledge Discovery from Data; Jun2025, Vol. 19 Issue 5, p1-51, 51p
Database: Applied Science & Technology Source
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DbLabel: Applied Science & Technology Source
An: 186138449
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  Data: Tapping the Potential of Large Language Models as Recommender Systems: A Comprehensive Framework and Empirical Analysis.
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  Data: <searchLink fieldCode="AU" term="%22Xu%2C+Lanling%22">Xu, Lanling</searchLink><relatesTo>1</relatesTo>, <i>xulanling@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Junjie%22">Zhang, Junjie</searchLink><relatesTo>1</relatesTo>, <i>junjie.zhang@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Bingqian%22">Li, Bingqian</searchLink><relatesTo>1</relatesTo>, <i>lizibing666@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Jinpeng%22">Wang, Jinpeng</searchLink><relatesTo>2</relatesTo>, <i>wjp.pku@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Chen%2C+Sheng%22">Chen, Sheng</searchLink><relatesTo>2</relatesTo>, <i>chensheng19@meituan.com</i><br /><searchLink fieldCode="AU" term="%22Zhao%2C+Wayne+Xin%22">Zhao, Wayne Xin</searchLink><relatesTo>3</relatesTo>, <i>batmanfly@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Wen%2C+Ji-Rong%22">Wen, Ji-Rong</searchLink><relatesTo>3</relatesTo>, <i>jrwen@ruc.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22ACM+Transactions+on+Knowledge+Discovery+from+Data%22">ACM Transactions on Knowledge Discovery from Data</searchLink>; Jun2025, Vol. 19 Issue 5, p1-51, 51p
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=aci&AN=186138449
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        Value: 10.1145/3726871
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        Text: English
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              Text: Jun2025
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              Y: 2025
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