Are long context windows the end of RAG? episode artwork

EPISODE · Apr 2, 2024 · 28 MIN

Are long context windows the end of RAG?

from The Stack Overflow Podcast

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 BadgeSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

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 See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

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Are long context windows the end of RAG?

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This episode was published on April 2, 2024.

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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...

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