Tag: chain of thought

  • Hacker News: Use Prolog to improve LLM’s reasoning

    Source URL: https://shchegrikovich.substack.com/p/use-prolog-to-improve-llms-reasoning Source: Hacker News Title: Use Prolog to improve LLM’s reasoning Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the limitations of Large Language Models (LLMs) in reasoning tasks and introduces innovative methods to enhance their performance using Prolog as an intermediate programming language. These advancements leverage neurosymbolic approaches…

  • Hacker News: Chain of Thought Empowers Transformers to Solve Inherently Serial Problems

    Source URL: https://arxiv.org/abs/2402.12875 Source: Hacker News Title: Chain of Thought Empowers Transformers to Solve Inherently Serial Problems Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper discusses the concept of Chain of Thought (CoT) applied to large language models (LLMs), demonstrating how it enhances their capabilities, particularly in arithmetic and symbolic reasoning tasks.…

  • Hacker News: OpenAI o1 Results on ARC-AGI-Pub

    Source URL: https://arcprize.org/blog/openai-o1-results-arc-prize Source: Hacker News Title: OpenAI o1 Results on ARC-AGI-Pub Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses OpenAI’s newly released o1 models, which utilize a “chain-of-thought” (CoT) reasoning paradigm that enhances the AI’s performance in reasoning tasks. It highlights the improvements over existing models such as GPT-4o and…

  • Simon Willison’s Weblog: Notes on OpenAI’s new o1 chain-of-thought models

    Source URL: https://simonwillison.net/2024/Sep/12/openai-o1/ Source: Simon Willison’s Weblog Title: Notes on OpenAI’s new o1 chain-of-thought models Feedly Summary: OpenAI released two major new preview models today: o1-preview and o1-mini (that mini one is also a preview, despite the name) – previously rumored as having the codename “strawberry". There’s a lot to understand about these models –…