Edge 296: Inside OpenAI's Method to Use GPT-4 to Explain Neuron's Behaviors in GPT-2
Was this email forwarded to you? Sign up here Edge 296: Inside OpenAI's Method to Use GPT-4 to Explain Neuron's Behaviors in GPT-2The technique is one of the first attempts to utilize LLMs as a explainability foundation.As language models have advanced in capability and widespread usage, there remains a significant knowledge gap regarding their internal workings. Understanding whether these models employ biased heuristics or engage in deception solely based on their outputs can be challenging. In the pursuit of interpretability, OpenAI delves into uncovering additional insights by exploring the model’s internal mechanisms. A straightforward approach to interpretability research involves gaining a deeper understanding of the individual components within the model, such as neurons and attention heads. Traditionally, this process entailed manual inspection by human experts to decipher the data features represented by these components. However, this manual inspection approach faces scalability issues, particularly when dealing with neural networks containing tens or hundreds of billions of parameters. Recently, OpenAI proposed an automated process that leverages the power of GPT-4 to generate natural language explanations for neuron behavior and subsequently score their quality. This automated process is then applied to neurons within another language model... Subscribe to TheSequence to read the rest.Become a paying subscriber of TheSequence to get access to this post and other subscriber-only content. A subscription gets you:
|
Key phrases
Older messages
The Sequence Chat: Rohan Taori on Stanford's Alpaca, Alpaca Farm and the Future of LLMs
Wednesday, May 31, 2023
Alpaca was one of the first open LLMs to incorporate instruction following capabilities. Now one of the project's main researchers shares his insights about modern LLMs.
Edge 295: Self-Instruct Models
Tuesday, May 30, 2023
What if LLMs could auto improve their own instruction following capabilities?
📝 Guest Post: How to build a responsible code LLM with crowdsourcing*
Monday, May 29, 2023
In this post Toloka showcases Human-in-the-Loop using StarCoder, a code LLM, as an example. They address PII risks by training a PII reduction model through crowdsourcing, employing strategies like
GPT-Microsoft
Sunday, May 28, 2023
Sundays, The Sequence Scope brings a summary of the most important research papers, technology releases and VC funding deals in the artificial intelligence space.
Announcing Turing Post
Saturday, May 27, 2023
When we launched TheSequence back in 2020, AI and machine learning were not as widely discussed or covered. Our goal from the start was to make AI knowledge accessible in bite-sized pieces, helping
You Might Also Like
Quick question
Sunday, April 28, 2024
I want to learn how I can better serve you
Kotlin Weekly #404 (NOT FOUND)
Sunday, April 28, 2024
ISSUE #404 28st of April 2024 Announcements Kotlin Multiplatform State of the Art Survey 2024 Help to shape and understand the Kotlin Multiplatform Ecosystem! It takes 4 minutes to fill this survey.
📲 Why Is It Called Bluetooth? — Check Out This AI Text to Song Generator
Sunday, April 28, 2024
Also: What to Know About Emulating Games on iPhone, and More! How-To Geek Logo April 28, 2024 📩 Get expert reviews, the hottest deals, how-to's, breaking news, and more delivered directly to your
Daily Coding Problem: Problem #1425 [Easy]
Sunday, April 28, 2024
Daily Coding Problem Good morning! Here's your coding interview problem for today. This problem was asked by Microsoft. Suppose an arithmetic expression is given as a binary tree. Each leaf is an
PD#571 Software Design Principles I Learned the Hard Way
Sunday, April 28, 2024
If there's two sources of truth, one is probably wrong. And yes, please repeat yourself.
When Procrastination is Productive & Ghost integrating with ActivityPub
Sunday, April 28, 2024
Automattic, Texts, and Beeper join forces to build world's best inbox, Reflect launches its iOS app, how to start small rituals, and a lot more in this week's issue of Creativerly. Creativerly
C#503 Building pipelines with System.Threading.Channels
Sunday, April 28, 2024
Concurrent programming challenges can be effectively addressed using channels
RD#453 Get your codebase ready for React 19
Sunday, April 28, 2024
Is your app ready for what's coming up in React 19's release
☁️ Azure Weekly #464 - 28th April 2024
Sunday, April 28, 2024
Azure Weekly Newsletter Issue #464 powered by endjin Welcome to issue 464 of the Azure Weekly Newsletter. In AI we have a good mix of high-level and deep-dive technical articles. Next-Gen Customer
Tesla profits tumble, Fisker flatlines, and California cities battle for control of AVs
Sunday, April 28, 2024
Plus, an up-close look at the all-electric Mercedes G-Wagen and more View this email online in your browser By Kirsten Korosec Sunday, April 28, 2024 Welcome back to TechCrunch Mobility — your central