Dense Training, Sparse Inference: Rethinking Training of
Mixture-of-Experts Language Models

Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models

8 April 2024

Papers citing "Dense Training, Sparse Inference: Rethinking Training of Mixture-of-Experts Language Models"

10 / 10 papers shown

Title
Advancing MoE Efficiency: A Collaboration-Constrained Routing (C2R) Strategy for Better Expert Parallelism Design Mohan Zhang Pingzhi Li Jie Peng Mufan Qiu Tianlong Chen MoE 50 0 0 02 Apr 2025
Mixture of Parrots: Experts improve memorization more than reasoning Samy Jelassi Clara Mohri David Brandfonbrener Alex Gu Nikhil Vyas Nikhil Anand David Alvarez-Melis Yuanzhi Li Sham Kakade Eran Malach MoE 33 4 0 24 Oct 2024
Faster Language Models with Better Multi-Token Prediction Using Tensor Decomposition Artem Basharin Andrei Chertkov Ivan V. Oseledets 45 1 0 23 Oct 2024
Understanding the Performance and Estimating the Cost of LLM Fine-Tuning Yuchen Xia Jiho Kim Yuhan Chen Haojie Ye Souvik Kundu Cong Hao Nishil Talati MoE 35 20 0 08 Aug 2024
JetMoE: Reaching Llama2 Performance with 0.1M Dollars Yikang Shen Zhen Guo Tianle Cai Zengyi Qin MoE ALM 46 26 0 11 Apr 2024
Mixture of Attention Heads: Selecting Attention Heads Per Token Xiaofeng Zhang Yikang Shen Zeyu Huang Jie Zhou Wenge Rong Zhang Xiong MoE 99 42 0 11 Oct 2022
Mixture-of-Experts with Expert Choice Routing Yan-Quan Zhou Tao Lei Han-Chu Liu Nan Du Yanping Huang Vincent Zhao Andrew M. Dai Zhifeng Chen Quoc V. Le James Laudon MoE 160 327 0 18 Feb 2022
Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference Sneha Kudugunta Yanping Huang Ankur Bapna M. Krikun Dmitry Lepikhin Minh-Thang Luong Orhan Firat MoE 119 106 0 24 Sep 2021
The Pile: An 800GB Dataset of Diverse Text for Language Modeling Leo Gao Stella Biderman Sid Black Laurence Golding Travis Hoppe ... Horace He Anish Thite Noa Nabeshima Shawn Presser Connor Leahy AIMat 279 1,996 0 31 Dec 2020
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 264 4,489 0 23 Jan 2020