Extending the context window

Large context windows operate across numerous complex data sets, increasing the response time. The average time spent in entering input and output generation ...

Giraffe extends Meta's LLaMA context window to dozens of pages

Giraffe is an open-source LLM with a context window of 32000 tokens, making it useful for many applications in business contexts.

Scaling Rotational Embeddings for Long-Context Language Models

Extending context window of large language models via positional interpolation (2023) [1]. B. Peng et al. Yarn (2023) [2]. X.Liu et al ...

What is a long context window? Google DeepMind engineers explain

They're also looking to further expand the long context window, improve the underlying architectures, and integrate new hardware improvements.

Extending Context Window in Large Language Models with ... - MDPI

The paper introduces a novel approach called SBA-RoPE (Segmented Base Adjustment for Rotary Position Embeddings) to efficiently extend the context window in ...

Preparing for the era of 32K context: Early learnings and explorations

... context models. Extending LLaMA-2 to 32K context. LLaMA-2 has a context length of 4K tokens. To extend it to 32K context, three things need ...

LLM Context Window Paradox: 5 Ways to Solve the Problem

... contextual relevance, it comes at a cost. Let's take a look at some of the drawbacks for LLMs that come with increasing the context window size.

LLM Prompt Best Practices for Large Context Windows - Winder.AI

When observing advancements in the AI field, it's clear that large language model (LLM) context window sizes are increasing. For example ...

Two are better than one: Context window extension with multi ...

This paper proposes a new method for extending the context window of large language models (LLMs) to improve their performance on long-input ...

Extending LLM Context Window Beyond 2 Million Tokens - YouTube

LongRoPE extends context window of LLMs to 2048k tokens efficiently, maintaining performance, with innovative strategies and minor ...

MemGPT - Unlimited Context (Memory) for LLMs - MLExpert

Increasing the context window size of LLMs would require a lot of ... Naively extending the context length of transformers incurs a quadratic increase ...

Enhancing LLM Context Length with RoPE Scaling - MonsterAPI Blog

Larger bases are used to extend the context window, while smaller bases help in achieving more precise extrapolation. Critical Dimension ...

LLMs with largest context windows - Codingscape

Claude 3.5 Sonnet offers a robust 200,000 token window, making it well-suited for extended, long-form content processing and sophisticated workflows. OpenAI o1- ...

Google's new technique gives LLMs infinite context - VentureBeat

... extends their “context window” while keeping memory and compute requirements constant. ... extending the context length of LLMs. The paper ...

Guide to Context in LLMs | Symbl.ai

Fortunately, recent research into the concept of context length extrapolation, i.e., extending the context window of an LLM beyond its pre- ...

The Secret Sauce behind 100K context window in LLMs

I've been wondering about this, as simply extending the context window in a straightforward manner would lead to a significant increase in ...

Context Window Size and Language Model Performance: Balancing ...

While expanding the context window offers notable advantages, such as improved handling of complex inputs and enhanced performance in ...

Extending GPT-3's context window infinitely by storing context in ...

A machine predicting and merely obeying our next most likely action/thought based on the context window of our life and everything we've been exposed to.

Taking Advantage of the Long Context of Llama 3.1 - Codesphere

One of the more crucial developments in this regard is the extension of context length or context window for these LLMs. From the best ...

Do Enormous LLM Context Windows Spell the End of RAG?

As you expand the size of the contextual window, the LLM takes more time to process a higher number of tokens, leading to delays and increased ...