Tag: Symbolic Reasoning
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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…
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Hacker News: LLMs don’t do formal reasoning – and that is a HUGE problem
Source URL: https://garymarcus.substack.com/p/llms-dont-do-formal-reasoning-and Source: Hacker News Title: LLMs don’t do formal reasoning – and that is a HUGE problem Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses insights from a new article on large language models (LLMs) authored by researchers at Apple, which critically examines the limitations in reasoning capabilities of…
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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.…