Are long context windows the end of RAG?
Are long context windows the end of RAG?  
Podcast: The Stack Overflow Podcast
Published On: Tue Apr 02 2024
Description: DBRX, an open, general-purpose LLM created by Databricks, reportedly outperforms GPT-3.5 and is competitive with Gemini 1.0 Pro.Recent research found that large, complex LLMs use a simple mechanism to retrieve stored knowledge in response to a user prompt. These mechanisms can help researchers reveal what the model knows and potentially even correct false information it has stored.FTX co-founder Sam Bankman-Fried, whose downfall began in late 2022, was sentenced last week to 25 years in prison for conspiracy and fraud. Find Michael on LinkedIn.Find Cassidy on her website.Stack Overflow user Bucket received a well-deserved Lifeboat badge for rescuing How to calculate decimal(x, y) max value in SQL Server from an ocean of ignorance.Chapters (please note that these timestamps may not be exact): 00:00 Introduction and White Paper Discussion02:01 Long Context Windows and Retrieval Augmented Generation05:56 Models' Ability to Recall Relevant Information07:18 Models' Creativity and Thinking Outside the Box09:41 Advantages and Limitations of Models' Knowledge15:09 Databricks' Open Language Model22:25 Sam Bankman-Fried’s Sentence and the Effects on Crypto/Blockchain31:28 Closing Remarks and Lifeboat Badge