Needle in the Haystack Test: How to Test AI for Long Context?

Published: 26 August 2024
on channel: Mervin Praison
1,411
51

Unlock the secrets of evaluating large language models (LLMs) with the Needle in the Haystack test! 🌟How to Test AI with Needle in the Haystack Test? In this comprehensive guide, you'll learn how to assess how well models like GPT-4 and LLaMA 3.1 remember information over long contexts. This video covers:

What is Needle in the Haystack? 🤔
Why context length matters in LLMs 📏
Step-by-step setup: Running tests with Greg and Lucy’s packages 🛠️

Testing LLaMA 3.1 locally using OlLlama 🖥️
Visualisation techniques to compare model performance 📊
By the end, you'll be equipped to test any LLM, making your AI projects smarter and more efficient. Don't forget to like, share, and subscribe for more AI insights!

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Timestamps:
0:00 - Introduction to Needle in the Haystack Test
0:55 - Understanding LLM Context Length & Importance
1:36 - Setting Up Greg’s Needle in the Haystack Package
3:50 - Running Multiple Needle Tests
4:48 - Introduction to Lucy’s Detective Needle LLM
5:55 - Testing LLaMA 3.1 with OlLlama
6:50 - Visualizing and Comparing Results


Watch video Needle in the Haystack Test: How to Test AI for Long Context? online without registration, duration hours minute second in high quality. This video was added by user Mervin Praison 26 August 2024, don't forget to share it with your friends and acquaintances, it has been viewed on our site 1,411 once and liked it 51 people.