AssemblyAI: LLM

The Full Story of Large Language Models and RLHF Human Feedback

Large Language Models have been in the limelight since the release of ChatGPT, with new models being announced seemingly every week. This guide walks through the essential ideas of how these models came to be.

The Full Story of Large Language Models and RLHF

Marco Ramponi, Developer Educator at AssemblyAI

May 3, 2023

In this article we give a comprehensive overview of what’s really going on in the world of Language Models, building from the foundational ideas, all the way to the latest advancements.

What is the learning process of a language model?

What is Reinforcement Learning from Human Feedback (RLHF) and how to make language models more aligned with human values?

What makes these models dangerous or not aligned with human intentions in the first place?

We are going to explore these and other essential questions from the ground up, without assuming prior technical knowledge in AI and machine learning.

#Language Intelligence

Thanks to the widespread adoption of ChatGPT, millions of people are now using Conversational AI tools in their daily lives. At its essence, ChatGPT belongs to a class of AI systems called Large Language Models, which can perform an outstanding variety of cognitive tasks involving natural language. ...  '

The number of people interacting with this relatively new technology has seen an extraordinary acceleration in the last few months. ChatGPT alone rapidly surpassed 100 million unique users shortly after its release, which represents the most rapid adoption of any service in the history of the internet. ..