math and science problem
Testing GPT-4-o1-preview on math and science problems: A follow-up study
In August 2023, Scott Aaronson and I reported the results of testing GPT4 with the Wolfram Alpha and Code Interpreter plug-ins over a collection of 105 original high-school level and college-level science and math problems (Davis and Aaronson, 2023). In September 2024, I tested the recently released model GPT-4o1-preview on the same collection. Overall I found that performance had significantly improved, but was still considerably short of perfect. In particular, problems that involve spatial reasoning are often stumbling blocks. On September 12, OpenAI (2024) released two preliminary versions, "ChatGPT-o1-preview" and "ChatGPT-o1-mini" of a forthcoming product "ChatGPT-o1".
LLMs as Potential Brainstorming Partners for Math and Science Problems
With the recent rise of widely successful deep learning models, there is emerging interest among professionals in various math and science communities to see and evaluate the state-of-the-art models' abilities to collaborate on finding or solving problems that often require creativity and thus brainstorming. While a significant chasm still exists between current human-machine intellectual collaborations and the resolution of complex math and science problems, such as the six unsolved Millennium Prize Problems, our initial investigation into this matter reveals a promising step towards bridging the divide. This is due to the recent advancements in Large Language Models (LLMs). More specifically, we conduct comprehensive case studies to explore both the capabilities and limitations of the current state-of-the-art LLM, notably GPT-4, in collective brainstorming with humans.
The 5 most important recent developments in AI
From solving maths and science problems to translating with astonishing accuracy between hundreds of languages – not to mention generating images and videos based on a natural language prompt – AI is making strides pretty much across the board. In this article, I'll briefly discuss some of the most recent (and the most exciting!) So, without further ado, let's dive in! Released on 1 August 2022, Minerva is a language model capable of not only solving maths and science problems submitted in the form of natural language, but also of providing its reasoning behind the answer. So far, Google has built three versions of the model, getting bigger with each iteration.