If you enjoy AI paper summaries, I've started to summarize a few on my YouTube channel.

The goal is to provide quick insights, thoughts, and takeaways that are applicable to building with LLMs.

I've started the series with this excellent paper showing how to train LLMs to…

A Survey on Retrieval-Augmented Language Models

This paper covers the most important recent developments in RAG and RAU systems. It includes evolution, taxonomy, and an analysis of applications.

There is also a section on how to enhance different components of these systems…

When to Retrieve?

This new paper presents an approach to train LLMs to effectively utilize information retrieval.

It first proposes a training approach to teach an LLM to generate a special token, <RET>, when it's not confident or doesn't know the answer to a question.

The…

The Top ML Papers of the Week (April 22 - April 28):

- Phi-3
- OpenELM
- AutoCrawler
- Self-Evolution of LLMs
- AI-powered Gene Editors
- Make Your LLM Fully Utilize the Context
...

If you are interested, I also recorded an overview of Phi-3's technical report.

Watch at 2x here: youtu.be/CThlxGRIa0M?si…