Tag: reasoning processes
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Hacker News: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces
Source URL: https://arxiv.org/abs/2410.09918 Source: Hacker News Title: Controllable Fast and Slow Thinking by Learning with Randomized Reasoning Traces Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses a new model called Dualformer, which effectively integrates fast and slow cognitive reasoning processes to enhance the performance and efficiency of large language models (LLMs).…
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Wired: Apple Engineers Show How Flimsy AI ‘Reasoning’ Can Be
Source URL: https://arstechnica.com/ai/2024/10/llms-cant-perform-genuine-logical-reasoning-apple-researchers-suggest/ Source: Wired Title: Apple Engineers Show How Flimsy AI ‘Reasoning’ Can Be Feedly Summary: The new frontier in large language models is the ability to “reason” their way through problems. New research from Apple says it’s not quite what it’s cracked up to be. AI Summary and Description: Yes Summary: The study…
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Hacker News: Understanding the Limitations of Mathematical Reasoning in Large Language Models
Source URL: https://arxiv.org/abs/2410.05229 Source: Hacker News Title: Understanding the Limitations of Mathematical Reasoning in Large Language Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a study on the mathematical reasoning capabilities of Large Language Models (LLMs), highlighting their limitations and introducing a new benchmark, GSM-Symbolic, for more effective evaluation. This…
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Hacker News: Deductive Verification for Chain-of-Thought Reasoning in LLMs
Source URL: https://arxiv.org/abs/2306.03872 Source: Hacker News Title: Deductive Verification for Chain-of-Thought Reasoning in LLMs Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the deductive verification of chain-of-thought reasoning in large language models (LLMs). It addresses the challenges inherent in using CoT prompting, notably the risk of hallucinations and errors, and proposes…