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On-device large language models: a survey of model compression and system optimization.

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Title: On-device large language models: a survey of model compression and system optimization.
Authors: Chen, Wanyi1,2, 20255227068@stu.suda.edu.cn, Wang, Junhao3, wangjunhao@stu.xjtu.edu.cn, Zhang, Yiwei4, Yaff0377@uni.sydney.edu.au, Shi, Yufan5, yus120@ucsd.edu, Jiang, Tianyi6, tianyijiang0219@gmail.com, Zhou, Shengxian7, 202400450123@mail.sdu.edu.cn, Wu, Chenxu8, wuchenxu@mail.ustc.edu.cn, Zhang, Andi9, az381@cantab.ac.uk, Zhou, Chenyue10, CHENYUE001@e.ntu.edu.sg, Wang, Minxuan11, wangmx2025@ruc.edu.cn, Liu, Xinyu12, xliugd@connect.ust.hk, Hao, Xiaoshuai13, haoxiaoshuai@xiaomi.com, Wu, Yinan14, yinanwu@ieee.org, Li, Yichen15, ycli0204@hust.edu.cn, Hu, Yuwei16, huyuweiyisui@ruc.edu.cn, Cao, Zhao16, caozhao@ruc.edu.cn, Lu, Yang16, luyang@xmu.edu.cn, Li, Mengke17, mengkeli@szu.edu.cn, Ma, Yanbiao1, ybma1998@ruc.edu.cn, Lu, Zhiwu1, luzhiwu@ruc.edu.cn
Source: Artificial Intelligence Review; Sep2026, Vol. 59 Issue 9, p1-60, 60p
Database: Applied Science & Technology Source
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  Data: On-device large language models: a survey of model compression and system optimization.
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  Data: <searchLink fieldCode="AU" term="%22Chen%2C+Wanyi%22">Chen, Wanyi</searchLink><relatesTo>1,2</relatesTo>, <i>20255227068@stu.suda.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Junhao%22">Wang, Junhao</searchLink><relatesTo>3</relatesTo>, <i>wangjunhao@stu.xjtu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Yiwei%22">Zhang, Yiwei</searchLink><relatesTo>4</relatesTo>, <i>Yaff0377@uni.sydney.edu.au</i><br /><searchLink fieldCode="AU" term="%22Shi%2C+Yufan%22">Shi, Yufan</searchLink><relatesTo>5</relatesTo>, <i>yus120@ucsd.edu</i><br /><searchLink fieldCode="AU" term="%22Jiang%2C+Tianyi%22">Jiang, Tianyi</searchLink><relatesTo>6</relatesTo>, <i>tianyijiang0219@gmail.com</i><br /><searchLink fieldCode="AU" term="%22Zhou%2C+Shengxian%22">Zhou, Shengxian</searchLink><relatesTo>7</relatesTo>, <i>202400450123@mail.sdu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Wu%2C+Chenxu%22">Wu, Chenxu</searchLink><relatesTo>8</relatesTo>, <i>wuchenxu@mail.ustc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Zhang%2C+Andi%22">Zhang, Andi</searchLink><relatesTo>9</relatesTo>, <i>az381@cantab.ac.uk</i><br /><searchLink fieldCode="AU" term="%22Zhou%2C+Chenyue%22">Zhou, Chenyue</searchLink><relatesTo>10</relatesTo>, <i>CHENYUE001@e.ntu.edu.sg</i><br /><searchLink fieldCode="AU" term="%22Wang%2C+Minxuan%22">Wang, Minxuan</searchLink><relatesTo>11</relatesTo>, <i>wangmx2025@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Liu%2C+Xinyu%22">Liu, Xinyu</searchLink><relatesTo>12</relatesTo>, <i>xliugd@connect.ust.hk</i><br /><searchLink fieldCode="AU" term="%22Hao%2C+Xiaoshuai%22">Hao, Xiaoshuai</searchLink><relatesTo>13</relatesTo>, <i>haoxiaoshuai@xiaomi.com</i><br /><searchLink fieldCode="AU" term="%22Wu%2C+Yinan%22">Wu, Yinan</searchLink><relatesTo>14</relatesTo>, <i>yinanwu@ieee.org</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Yichen%22">Li, Yichen</searchLink><relatesTo>15</relatesTo>, <i>ycli0204@hust.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Hu%2C+Yuwei%22">Hu, Yuwei</searchLink><relatesTo>16</relatesTo>, <i>huyuweiyisui@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Cao%2C+Zhao%22">Cao, Zhao</searchLink><relatesTo>16</relatesTo>, <i>caozhao@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Lu%2C+Yang%22">Lu, Yang</searchLink><relatesTo>16</relatesTo>, <i>luyang@xmu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Li%2C+Mengke%22">Li, Mengke</searchLink><relatesTo>17</relatesTo>, <i>mengkeli@szu.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Ma%2C+Yanbiao%22">Ma, Yanbiao</searchLink><relatesTo>1</relatesTo>, <i>ybma1998@ruc.edu.cn</i><br /><searchLink fieldCode="AU" term="%22Lu%2C+Zhiwu%22">Lu, Zhiwu</searchLink><relatesTo>1</relatesTo>, <i>luzhiwu@ruc.edu.cn</i>
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  Data: <searchLink fieldCode="JN" term="%22Artificial+Intelligence+Review%22">Artificial Intelligence Review</searchLink>; Sep2026, Vol. 59 Issue 9, p1-60, 60p
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        Value: 10.1007/s10462-026-11538-1
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              Text: Sep2026
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