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Zebra-Llama: Towards Extremely Efficient Hybrid Models

Zebra-Llama: Towards Extremely Efficient Hybrid Models

22 May 2025
Mingyu Yang
Mehdi Rezagholizadeh
Guihong Li
Vikram Appia
Emad Barsoum
ArXivPDFHTML

Papers citing "Zebra-Llama: Towards Extremely Efficient Hybrid Models"

20 / 20 papers shown
Title
X-EcoMLA: Upcycling Pre-Trained Attention into MLA for Efficient and Extreme KV Compression
X-EcoMLA: Upcycling Pre-Trained Attention into MLA for Efficient and Extreme KV Compression
Guihong Li
Mehdi Rezagholizadeh
Mingyu Yang
Vikram Appia
Emad Barsoum
VLM
76
1
0
14 Mar 2025
Hymba: A Hybrid-head Architecture for Small Language Models
Hymba: A Hybrid-head Architecture for Small Language Models
Xin Dong
Y. Fu
Shizhe Diao
Wonmin Byeon
Zijia Chen
...
Min-Hung Chen
Yoshi Suhara
Y. Lin
Jan Kautz
Pavlo Molchanov
Mamba
116
22
0
20 Nov 2024
Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models
Transformers to SSMs: Distilling Quadratic Knowledge to Subquadratic Models
Aviv Bick
Kevin Y. Li
Eric P. Xing
J. Zico Kolter
Albert Gu
Mamba
80
28
0
19 Aug 2024
Compact Language Models via Pruning and Knowledge Distillation
Compact Language Models via Pruning and Knowledge Distillation
Saurav Muralidharan
Sharath Turuvekere Sreenivas
Raviraj Joshi
Marcin Chochowski
M. Patwary
Mohammad Shoeybi
Bryan Catanzaro
Jan Kautz
Pavlo Molchanov
SyDa
MQ
64
49
0
19 Jul 2024
GenQA: Generating Millions of Instructions from a Handful of Prompts
GenQA: Generating Millions of Instructions from a Handful of Prompts
Jiuhai Chen
Rifaa Qadri
Yuxin Wen
Neel Jain
John Kirchenbauer
Dinesh Manocha
Tom Goldstein
ALM
126
19
0
14 Jun 2024
An Empirical Study of Mamba-based Language Models
An Empirical Study of Mamba-based Language Models
R. Waleffe
Wonmin Byeon
Duncan Riach
Brandon Norick
V. Korthikanti
...
Vartika Singh
Jared Casper
Jan Kautz
Mohammad Shoeybi
Bryan Catanzaro
83
72
0
12 Jun 2024
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling
Liliang Ren
Yang Liu
Yadong Lu
Yelong Shen
Chen Liang
Weizhu Chen
Mamba
97
63
0
11 Jun 2024
Transformers are SSMs: Generalized Models and Efficient Algorithms
  Through Structured State Space Duality
Transformers are SSMs: Generalized Models and Efficient Algorithms Through Structured State Space Duality
Tri Dao
Albert Gu
Mamba
57
480
0
31 May 2024
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts
  Language Model
DeepSeek-V2: A Strong, Economical, and Efficient Mixture-of-Experts Language Model
DeepSeek-AI
Aixin Liu
Bei Feng
Bin Wang
Bingxuan Wang
...
Zhuoshu Li
Zihan Wang
Zihui Gu
Zilin Li
Ziwei Xie
MoE
76
447
0
07 May 2024
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Mamba: Linear-Time Sequence Modeling with Selective State Spaces
Albert Gu
Tri Dao
Mamba
93
2,552
0
01 Dec 2023
TruthfulQA: Measuring How Models Mimic Human Falsehoods
TruthfulQA: Measuring How Models Mimic Human Falsehoods
Stephanie C. Lin
Jacob Hilton
Owain Evans
HILM
89
1,825
0
08 Sep 2021
Annealing Knowledge Distillation
Annealing Knowledge Distillation
A. Jafari
Mehdi Rezagholizadeh
Pranav Sharma
A. Ghodsi
38
79
0
14 Apr 2021
Measuring Massive Multitask Language Understanding
Measuring Massive Multitask Language Understanding
Dan Hendrycks
Collin Burns
Steven Basart
Andy Zou
Mantas Mazeika
D. Song
Jacob Steinhardt
ELM
RALM
137
4,222
0
07 Sep 2020
Transformers are RNNs: Fast Autoregressive Transformers with Linear
  Attention
Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention
Angelos Katharopoulos
Apoorv Vyas
Nikolaos Pappas
Franccois Fleuret
121
1,734
0
29 Jun 2020
PIQA: Reasoning about Physical Commonsense in Natural Language
PIQA: Reasoning about Physical Commonsense in Natural Language
Yonatan Bisk
Rowan Zellers
Ronan Le Bras
Jianfeng Gao
Yejin Choi
OOD
LRM
100
1,724
0
26 Nov 2019
HellaSwag: Can a Machine Really Finish Your Sentence?
HellaSwag: Can a Machine Really Finish Your Sentence?
Rowan Zellers
Ari Holtzman
Yonatan Bisk
Ali Farhadi
Yejin Choi
83
2,373
0
19 May 2019
Improved Knowledge Distillation via Teacher Assistant
Improved Knowledge Distillation via Teacher Assistant
Seyed Iman Mirzadeh
Mehrdad Farajtabar
Ang Li
Nir Levine
Akihiro Matsukawa
H. Ghasemzadeh
79
1,073
0
09 Feb 2019
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book
  Question Answering
Can a Suit of Armor Conduct Electricity? A New Dataset for Open Book Question Answering
Todor Mihaylov
Peter Clark
Tushar Khot
Ashish Sabharwal
74
1,475
0
08 Sep 2018
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning
  Challenge
Think you have Solved Question Answering? Try ARC, the AI2 Reasoning Challenge
Peter Clark
Isaac Cowhey
Oren Etzioni
Tushar Khot
Ashish Sabharwal
Carissa Schoenick
Oyvind Tafjord
ELM
RALM
LRM
77
2,474
0
14 Mar 2018
RACE: Large-scale ReAding Comprehension Dataset From Examinations
RACE: Large-scale ReAding Comprehension Dataset From Examinations
Guokun Lai
Qizhe Xie
Hanxiao Liu
Yiming Yang
Eduard H. Hovy
ELM
144
1,329
0
15 Apr 2017
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