Zoology: Measuring and Improving Recall in Efficient Language Models

Zoology: Measuring and Improving Recall in Efficient Language Models

8 December 2023

Christopher Ré

Papers citing "Zoology: Measuring and Improving Recall in Efficient Language Models"

14 / 14 papers shown

Title
Mixture of Sparse Attention: Content-Based Learnable Sparse Attention via Expert-Choice Routing Piotr Piekos Róbert Csordás Jürgen Schmidhuber MoE VLM 96 1 0 01 May 2025
RWKV-X: A Linear Complexity Hybrid Language Model Haowen Hou Zhiyi Huang Kaifeng Tan Rongchang Lu Fei Richard Yu VLM 78 0 0 30 Apr 2025
Understanding the Skill Gap in Recurrent Language Models: The Role of the Gather-and-Aggregate Mechanism Aviv Bick Eric P. Xing Albert Gu RALM 88 0 0 22 Apr 2025
ZETA: Leveraging Z-order Curves for Efficient Top-k Attention Qiuhao Zeng Jerry Huang Peng Lu Gezheng Xu Boxing Chen Charles X. Ling Boyu Wang 49 1 0 24 Jan 2025
What is Wrong with Perplexity for Long-context Language Modeling? Lizhe Fang Yifei Wang Zhaoyang Liu Chenheng Zhang Stefanie Jegelka Jinyang Gao Bolin Ding Yisen Wang 60 6 0 31 Oct 2024
Differential Transformer Tianzhu Ye Li Dong Yuqing Xia Yutao Sun Yi Zhu Gao Huang Furu Wei 138 0 0 07 Oct 2024
Flash STU: Fast Spectral Transform Units Y. Isabel Liu Windsor Nguyen Yagiz Devre Evan Dogariu Anirudha Majumdar Elad Hazan AI4TS 72 1 0 16 Sep 2024
How Effective are State Space Models for Machine Translation? Hugo Pitorro Pavlo Vasylenko Marcos Vinícius Treviso André F. T. Martins Mamba 45 2 0 07 Jul 2024
Separations in the Representational Capabilities of Transformers and Recurrent Architectures S. Bhattamishra Michael Hahn Phil Blunsom Varun Kanade GNN 41 9 0 13 Jun 2024
An Empirical Study of Mamba-based Language Models R. Waleffe Wonmin Byeon Duncan Riach Brandon Norick V. Korthikanti ... Vartika Singh Jared Casper Jan Kautz M. Shoeybi Bryan Catanzaro 61 64 0 12 Jun 2024
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 74 56 0 11 Jun 2024
Attention as a Hypernetwork Simon Schug Seijin Kobayashi Yassir Akram João Sacramento Razvan Pascanu GNN 37 3 0 09 Jun 2024
Understanding the differences in Foundation Models: Attention, State Space Models, and Recurrent Neural Networks Jerome Sieber Carmen Amo Alonso A. Didier M. Zeilinger Antonio Orvieto AAML 50 8 0 24 May 2024
Theoretical Foundations of Deep Selective State-Space Models Nicola Muca Cirone Antonio Orvieto Benjamin Walker C. Salvi Terry Lyons Mamba 59 25 0 29 Feb 2024