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