SAMBA, a hybrid model combining Mamba and Sliding Window Attention, is introduced for efficient sequence processing. Mamba models outperform Transformers in efficiency but lack in strong in-context learning. SAMBA offers a solution for modeling extensive context length language.
On Friday let's Samba 💃🏾 with an Arxiv Dive into Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling. Come nerd out with us and review the learnings! @liliangren @nlpyang @WeizhuChen CC @UofIllinois @microsoft @MSFTResearch https://t.co/CnO0H2Jloq
Mamba + Sliding Window Attention = SAMBA with Efficient Unlimited Context 🔥 📌 Despite being pre-trained on 4K length sequences, SAMBA can be extrapolated to 1M length in zero-shot with improved perplexity on Proof-Pile while maintaining linear decoding time complexity and… https://t.co/y1u5z2rh1q
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling Mamba, a selective State Space Model (SSM), with Sliding Window Attention (SWA) https://t.co/FB5ftV1zSh
Modeling long sequences has been tricky due to quadratic computation complexity and limited extrapolation ability of existing models. WELL, SAMBA is here to change the game, offering yet another mamba based solution for extensive context length language modeling! A… https://t.co/EcmEuKKqOS
[CL] Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling L Ren, Y Liu, Y Lu, Y Shen… [Microsoft] (2024) https://t.co/rF595l5f5K - SAMBA combines selective SSM layers (Mamba) with sliding window attention (SWA) to efficiently model sequences… https://t.co/zBJMfNSnnK
CompSci Paper of the Day, Issue 39: Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling 1/4 🧵 https://t.co/AvJeJIxIEx
An Empirical Study of Mamba-based Language Models ◼ 🚀 New research pits Mamba models against Transformers in a head-to-head! Mamba models, while excelling in efficiency and some language tasks, fall short in tasks needing strong in-context learning. The Mamba2-Hybrid not only… https://t.co/G1ZHwtVsBL
Samba: Simple Hybrid State Space Models for Efficient Unlimited Context Language Modeling ◼ 🚀 Introducing Samba: a groundbreaking hybrid model combining Mamba (a State Space Model) with Sliding Window Attention for efficient sequence processing. 🧠 Achieves superior performance… https://t.co/C98uOfFW7a