$$\texttt{MoE-RBench}$: Towards Building Reliable Language Models with Sparse Mixture-of-Experts$

$\texttt{MoE-RBench}$ : Towards Building Reliable Language Models with Sparse Mixture-of-Experts

17 June 2024

Papers citing "$\texttt{MoE-RBench}$: Towards Building Reliable Language Models with Sparse Mixture-of-Experts"

11 / 11 papers shown

Title
Cluster-Driven Expert Pruning for Mixture-of-Experts Large Language Models Hongcheng Guo Juntao Yao Boyang Wang Junjia Du Shaosheng Cao Donglin Di Shun Zhang Z. Li MoE 35 0 0 10 Apr 2025
LIBMoE: A Library for comprehensive benchmarking Mixture of Experts in Large Language Models Nam V. Nguyen Thong T. Doan Luong Tran Van Nguyen Quang Pham MoE 55 1 0 01 Nov 2024
CLIP-MoE: Towards Building Mixture of Experts for CLIP with Diversified Multiplet Upcycling Jihai Zhang Xiaoye Qu Tong Zhu Yu Cheng 25 6 0 28 Sep 2024
LLaMA-MoE: Building Mixture-of-Experts from LLaMA with Continual Pre-training Tong Zhu Xiaoye Qu Daize Dong Jiacheng Ruan Jingqi Tong Conghui He Yu Cheng MoE ALM 40 69 0 24 Jun 2024
Dynamic Data Mixing Maximizes Instruction Tuning for Mixture-of-Experts Tong Zhu Daize Dong Xiaoye Qu Jiacheng Ruan Wenliang Chen Yu Cheng MoE 37 7 0 17 Jun 2024
From Sparse to Soft Mixtures of Experts J. Puigcerver C. Riquelme Basil Mustafa N. Houlsby MoE 121 114 0 02 Aug 2023
Is Fine-tuning Needed? Pre-trained Language Models Are Near Perfect for Out-of-Domain Detection Rheeya Uppaal Junjie Hu Yixuan Li OODD 109 33 0 22 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 204 498 0 03 May 2023
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 301 11,730 0 04 Mar 2022
Types of Out-of-Distribution Texts and How to Detect Them Udit Arora William Huang He He OODD 207 97 0 14 Sep 2021
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