Edge 429: MambaByte and the Idea of Tokenization-Free SSMs
Was this email forwarded to you? Sign up here Edge 429: MambaByte and the Idea of Tokenization-Free SSMsCan SSMs operated on raw data instead of tokens?
In this issue:
💡 ML Concept of the Day: Tokenization-Free SSMs with MambaByteTokenizers are one of the key components of transformer models. The core idea of tokenizers is to provide a structured syntactic understanding by creating encodings that represent words, subwords or characters. Tokenization helps transformers to not have to learn this structure from the ground up but introduced challenges such as processing long sequences, hallucinations based on the token structure, the memory scaling limitations and, obviously, the pre-processing overhead required to build those tokenizers. The main alternative have been to build models that operate on raw text directly but those haven’t been particularly successful. State Space Models(SSMs) offer a viable alternative to traditional transformer models with a fixed memory and efficient decoding mechanisms. MambaByte is one of the most interesting methods building on those ideas by proposing a token-free SSM based on the Mamba architecture that can directly operate on raw data. Instead of bre4aking inputs into tokens, MambaByte treats it as a continuous stream of data which leads to richer semantic interactions... Subscribe to TheSequence to unlock the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
|
Older messages
Sakana AI
Sunday, September 8, 2024
A new $100 million round for the creators of The AI Scientist ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 428: Inside PrompPoet: Character.ai's Framework for Prompt Engineering
Thursday, September 5, 2024
The open source framework abstracts the core building blocks for prompt creation, optimization and management. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Edge 427: Jamba Combines SSMs, Transformers and MOEs in a Single Model
Tuesday, September 3, 2024
Can a hybrid design outperform each one of the baseline architectures? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Cerebras Inference and the Challenges of Challenging NVIDIA’s Dominance
Sunday, September 1, 2024
Why does NVIDIA remains virtually unchallenged in the AI chip market? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
📝 Guest Post: Will Retrieval Augmented Generation (RAG) Be Killed by Long-Context LLMs?*
Friday, August 30, 2024
Pursuing innovation and supremacy in AI shows no signs of slowing down. ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
You Might Also Like
Import AI 399: 1,000 samples to make a reasoning model; DeepSeek proliferation; Apple's self-driving car simulator
Friday, February 14, 2025
What came before the golem? ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
Defining Your Paranoia Level: Navigating Change Without the Overkill
Friday, February 14, 2025
We've all been there: trying to learn something new, only to find our old habits holding us back. We discussed today how our gut feelings about solving problems can sometimes be our own worst enemy
5 ways AI can help with taxes 🪄
Friday, February 14, 2025
Remotely control an iPhone; 💸 50+ early Presidents' Day deals -- ZDNET ZDNET Tech Today - US February 10, 2025 5 ways AI can help you with your taxes (and what not to use it for) 5 ways AI can help
Recurring Automations + Secret Updates
Friday, February 14, 2025
Smarter automations, better templates, and hidden updates to explore 👀 ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏ ͏
The First Provable AI-Proof Game: Introducing Butterfly Wings 4
Friday, February 14, 2025
Top Tech Content sent at Noon! Boost Your Article on HackerNoon for $159.99! Read this email in your browser How are you, @newsletterest1? undefined The Market Today #01 Instagram (Meta) 714.52 -0.32%
GCP Newsletter #437
Friday, February 14, 2025
Welcome to issue #437 February 10th, 2025 News BigQuery Cloud Marketplace Official Blog Partners BigQuery datasets now available on Google Cloud Marketplace - Google Cloud Marketplace now offers
Charted | The 1%'s Share of U.S. Wealth Over Time (1989-2024) 💰
Friday, February 14, 2025
Discover how the share of US wealth held by the top 1% has evolved from 1989 to 2024 in this infographic. View Online | Subscribe | Download Our App Download our app to see thousands of new charts from
The Great Social Media Diaspora & Tapestry is here
Friday, February 14, 2025
Apple introduces new app called 'Apple Invites', The Iconfactory launches Tapestry, beyond the traditional portfolio, and more in this week's issue of Creativerly. Creativerly The Great
Daily Coding Problem: Problem #1689 [Medium]
Friday, February 14, 2025
Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by Google. Given a linked list, sort it in O(n log n) time and constant space. For example,
📧 Stop Conflating CQRS and MediatR
Friday, February 14, 2025
Stop Conflating CQRS and MediatR Read on: my website / Read time: 4 minutes The .NET Weekly is brought to you by: Step right up to the Generative AI Use Cases Repository! See how MongoDB powers your