Report

Sparks of Artificial General Intelligence Early experiments with GPT-4

Artificial intelligence (AI) researchers have been developing and refining large language models (LLMs) that exhibit remarkable capabilities across a variety of domain...

Artificial intelligence (AI) researchers have been developing and refining large language models (LLMs) that exhibit remarkable capabilities across a variety of domains and tasks, challenging our understanding of learning and cognition. The latest model developed by OpenAI, GPT-4 [Ope23], was trained using an unprecedented scale of compute and data. In this paper, we report on our investigation of an early version of GPT-4, when it was still in active development by OpenAI. We contend that (this early version of) GPT- 4 is part of a new cohort of LLMs (along with ChatGPT and Google’s PaLM for example) that exhibit more general intelligence than previous AI models. We discuss the rising capabilities and implications of these models. We demonstrate that, beyond its mastery of language, GPT-4 can solve novel and difficult tasks that span mathematics, coding, vision, medicine, law, psychology and more, without needing any special prompting. Moreover, in all of these tasks, GPT-4’s performance is strikingly close to human-level performance, and often vastly surpasses prior models such as ChatGPT. Given the breadth and depth of GPT-4’s capabilities, we believe that it could reasonably be viewed as an early (yet still incomplete) version of an artificial general intelligence (AGI) system. In our exploration of GPT-4, we put special emphasis on discovering its limitations, and we discuss the challenges ahead for advancing towards deeper and more comprehensive versions of AGI, including the possible need for pursuing a new paradigm that moves beyond next-word prediction. We conclude with reflections on societal influences of the recent technological leap and future research directions.

相关图书

ChatGPT For Book Outlines: How To Use AI To Create Highly Targeted & Profitable Book Outlines In Less Than 10 Minutes (Make Money With AI)
Harness the power of ChatGPT to write a complete, detailed, profitable outline for your book—in just 10 minutes! ChatGPT—an artificial language model powered by OpenAI—has sparked no less than a revolution in the publishing world. This software—which you can use for free or access via a chosen plan—is now visited daily by 25 million people and recently achieved 1.6 billion visits.
Copilot Bing and Other LLM:: Revolutionizing Healthcare with AI
The book explores the profound impact of artificial intelligence (AI) and Generative Pre-trained Transformers (GPTs) on the healthcare industry. With a focus on key developments and ethical considerations, the book provides valuable insights into AI's current and future applications in healthcare.
Machine Learning For Dummies
lets you in on the ground floor, covering the entry-level materials that will get you up and running building models you need to perform practical tasks. It takes a look at the underlying—and fascinating—math principles that power machine learning but also shows that you don't need to be a math whiz to build fun new tools and apply them to your work and study
Artificial Intelligence: A Modern Approach
Artificial Intelligence: A Modern Approach, 3e offers the most comprehensive, up-to-date introduction to the theory and practice of artificial intelligence. Number one in its field, this textbook is ideal for one or two-semester, undergraduate or graduate-level courses in Artificial Intelligence.
A Thousand Brains Book PDF
a thousand brains book pdf. Jeff Hawkins and his team discovered that the brain uses maplike structures to build a model of the world—not just one model, but hundreds of thousands of models of everything we know. This discovery allows Hawkins to answer important questions about how we perceive the world, why we have a sense of self, and the origin of high-level thought.

暂无评论

暂无评论...