
Infinite Context Window?!
Last Updated on April 22, 2024 by Editorial Team
Author(s): Louis-François Bouchard
Originally published on Towards AI.
Infini-Attention paper explained
Originally published on louisbouchard.ai, read it 2 days before on my blog!
Context window. These two words might have been the most sought-after and anticipated in large language model research papers and announcements by OpenAI, Anthropic, or Google. Well, thanks to Google’s most recent paper called Infini-attention, context windows are no longer a problem. Let’s see how they accomplished this. But first, we also need some “context” to understand what they did.
Infini-attention paper image.
Context window is a fancy way of saying how many words you can send to an LLM simultaneously. The bigger window you can have, the more words you can send, the more context it can grasp and thus, the better the understanding of your question will be to give an appropriate answer.
We want to send the model as much information as possible and let it figure out how best to meet our needs. The problem is that the language models’ performances dramatically decrease along with the context increases. Oftentimes, the more words it sees, the worse the results. If you give GPT-4 a book page and ask a question about a character you know is present on the page, it will answer perfectly. But if you give it… Read the full blog for free on Medium.
Join thousands of data leaders on the AI newsletter. Join over 80,000 subscribers and keep up to date with the latest developments in AI. From research to projects and ideas. If you are building an AI startup, an AI-related product, or a service, we invite you to consider becoming a sponsor.
Published via Towards AI
Take our 90+ lesson From Beginner to Advanced LLM Developer Certification: From choosing a project to deploying a working product this is the most comprehensive and practical LLM course out there!
Towards AI has published Building LLMs for Production—our 470+ page guide to mastering LLMs with practical projects and expert insights!

Discover Your Dream AI Career at Towards AI Jobs
Towards AI has built a jobs board tailored specifically to Machine Learning and Data Science Jobs and Skills. Our software searches for live AI jobs each hour, labels and categorises them and makes them easily searchable. Explore over 40,000 live jobs today with Towards AI Jobs!
Note: Content contains the views of the contributing authors and not Towards AI.