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MobileLLM: Optimizing Sub-billion Parameter Language Models for
  On-Device Use Cases

MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases

22 February 2024
Zechun Liu
Changsheng Zhao
Forrest N. Iandola
Chen Lai
Yuandong Tian
Igor Fedorov
Yunyang Xiong
Ernie Chang
Yangyang Shi
Raghuraman Krishnamoorthi
Liangzhen Lai
Vikas Chandra
    ALM
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Papers citing "MobileLLM: Optimizing Sub-billion Parameter Language Models for On-Device Use Cases"

15 / 15 papers shown
Title
SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation
SmallPlan: Leverage Small Language Models for Sequential Path Planning with Simulation-Powered, LLM-Guided Distillation
Quang P.M. Pham
Khoi T.N. Nguyen
Nhi H. Doan
Cuong Pham
Kentaro Inui
Dezhen Song
54
0
0
01 May 2025
The Rise of Small Language Models in Healthcare: A Comprehensive Survey
The Rise of Small Language Models in Healthcare: A Comprehensive Survey
Muskan Garg
Shaina Raza
Shebuti Rayana
Xingyi Liu
Sunghwan Sohn
LM&MA
AILaw
87
0
0
23 Apr 2025
SpinQuant: LLM quantization with learned rotations
SpinQuant: LLM quantization with learned rotations
Zechun Liu
Changsheng Zhao
Igor Fedorov
Bilge Soran
Dhruv Choudhary
Raghuraman Krishnamoorthi
Vikas Chandra
Yuandong Tian
Tijmen Blankevoort
MQ
127
76
0
21 Feb 2025
EfficientLLM: Scalable Pruning-Aware Pretraining for Architecture-Agnostic Edge Language Models
EfficientLLM: Scalable Pruning-Aware Pretraining for Architecture-Agnostic Edge Language Models
Xingrun Xing
Zheng Liu
Shitao Xiao
Boyan Gao
Yiming Liang
Wanpeng Zhang
Haokun Lin
Guoqi Li
Jiajun Zhang
LRM
56
1
0
10 Feb 2025
Merging Feed-Forward Sublayers for Compressed Transformers
Merging Feed-Forward Sublayers for Compressed Transformers
Neha Verma
Kenton W. Murray
Kevin Duh
AI4CE
45
0
0
10 Jan 2025
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA
Relaxed Recursive Transformers: Effective Parameter Sharing with Layer-wise LoRA
Sangmin Bae
Adam Fisch
Hrayr Harutyunyan
Ziwei Ji
Seungyeon Kim
Tal Schuster
KELM
65
5
0
28 Oct 2024
HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
HarmAug: Effective Data Augmentation for Knowledge Distillation of Safety Guard Models
Seanie Lee
Haebin Seong
Dong Bok Lee
Minki Kang
Xiaoyin Chen
Dominik Wagner
Yoshua Bengio
Juho Lee
Sung Ju Hwang
62
2
0
02 Oct 2024
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey
Mobile Edge Intelligence for Large Language Models: A Contemporary Survey
Guanqiao Qu
Qiyuan Chen
Wei Wei
Zheng Lin
Xianhao Chen
Kaibin Huang
33
37
0
09 Jul 2024
MobiLlama: Towards Accurate and Lightweight Fully Transparent GPT
MobiLlama: Towards Accurate and Lightweight Fully Transparent GPT
Omkar Thawakar
Ashmal Vayani
Salman Khan
Hisham Cholakal
Rao M. Anwer
M. Felsberg
Timothy Baldwin
Eric P. Xing
Fahad Shahbaz Khan
46
31
0
26 Feb 2024
The Falcon Series of Open Language Models
The Falcon Series of Open Language Models
Ebtesam Almazrouei
Hamza Alobeidli
Abdulaziz Alshamsi
Alessandro Cappelli
Ruxandra-Aimée Cojocaru
...
Quentin Malartic
Daniele Mazzotta
Badreddine Noune
B. Pannier
Guilherme Penedo
AI4TS
ALM
113
389
0
28 Nov 2023
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale
  Instructions
LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale Instructions
Minghao Wu
Abdul Waheed
Chiyu Zhang
Muhammad Abdul-Mageed
Alham Fikri Aji
ALM
124
115
0
27 Apr 2023
FlexGen: High-Throughput Generative Inference of Large Language Models
  with a Single GPU
FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU
Ying Sheng
Lianmin Zheng
Binhang Yuan
Zhuohan Li
Max Ryabinin
...
Joseph E. Gonzalez
Percy Liang
Christopher Ré
Ion Stoica
Ce Zhang
144
365
0
13 Mar 2023
Efficient Content-Based Sparse Attention with Routing Transformers
Efficient Content-Based Sparse Attention with Routing Transformers
Aurko Roy
M. Saffar
Ashish Vaswani
David Grangier
MoE
228
578
0
12 Mar 2020
Scaling Laws for Neural Language Models
Scaling Laws for Neural Language Models
Jared Kaplan
Sam McCandlish
T. Henighan
Tom B. Brown
B. Chess
R. Child
Scott Gray
Alec Radford
Jeff Wu
Dario Amodei
223
4,424
0
23 Jan 2020
Neural Architecture Search with Reinforcement Learning
Neural Architecture Search with Reinforcement Learning
Barret Zoph
Quoc V. Le
264
5,290
0
05 Nov 2016
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