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Tag: reasoning capabilities

  • Hacker News: Training LLMs to Reason in a Continuous Latent Space

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    Source URL: https://arxiv.org/abs/2412.06769 Source: Hacker News Title: Training LLMs to Reason in a Continuous Latent Space Feedly Summary: Comments AI Summary and Description: Yes Summary: The text introduces a novel approach for enhancing reasoning capabilities in large language models (LLMs) through a technique called Coconut, which utilizes a continuous latent space for reasoning rather than…

  • Hacker News: The GPT era is already ending

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    Source URL: https://www.theatlantic.com/technology/archive/2024/12/openai-o1-reasoning-models/680906/ Source: Hacker News Title: The GPT era is already ending Feedly Summary: Comments AI Summary and Description: Yes Summary: OpenAI has launched the o1 generative AI model, hailed by its CEO as a significant advancement towards mimicking human reasoning, which is set to redefine AI capabilities. This model is perceived as a…

  • Hacker News: Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models

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    Source URL: https://arxiv.org/abs/2411.12580 Source: Hacker News Title: Procedural Knowledge in Pretraining Drives Reasoning in Large Language Models Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper discusses how procedural knowledge in pretraining influences the reasoning capabilities of Large Language Models (LLMs). It reveals that while LLMs demonstrate proficiency in problem-solving, their reasoning is…

  • Hacker News: DeepThought-8B: A small, capable reasoning model

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    Source URL: https://www.ruliad.co/news/introducing-deepthought8b Source: Hacker News Title: DeepThought-8B: A small, capable reasoning model Feedly Summary: Comments AI Summary and Description: Yes Summary: The release of DeepThought-8B marks a significant advancement in AI reasoning capabilities, emphasizing transparency and control in how models process information. This AI reasoning model, built on the LLaMA-3.1 architecture, showcases how smaller,…

  • Hacker News: Conversational Game Theory

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    Source URL: https://aikiwiki.com/ Source: Hacker News Title: Conversational Game Theory Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses “Conversational Game Theory,” a formal structure designed to facilitate conflict resolution and consensus building through interaction between AI and humans. This approach is proposed as a means to enhance large language models (LLMs)…

  • Simon Willison’s Weblog: Say hello to gemini-exp-1121

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    Source URL: https://simonwillison.net/2024/Nov/22/gemini-exp-1121/#atom-everything Source: Simon Willison’s Weblog Title: Say hello to gemini-exp-1121 Feedly Summary: Say hello to gemini-exp-1121 Google Gemini’s Logan Kilpatrick on Twitter: Say hello to gemini-exp-1121! Our latest experimental gemini model, with: significant gains on coding performance stronger reasoning capabilities improved visual understanding Available on Google AI Studio and the Gemini API right…

  • Slashdot: DeepSeek’s First Reasoning Model R1-Lite-Preview Beats OpenAI o1 Performance

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    Source URL: https://slashdot.org/story/24/11/20/2129207/deepseeks-first-reasoning-model-r1-lite-preview-beats-openai-o1-performance?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: DeepSeek’s First Reasoning Model R1-Lite-Preview Beats OpenAI o1 Performance Feedly Summary: AI Summary and Description: Yes Summary: DeepSeek, a Chinese AI offshoot, has released a new reasoning-focused large language model, the R1-Lite-Preview, via its AI chatbot. This model demonstrates advanced reasoning capabilities and transparency in its processing, drawing attention…

  • Slashdot: AI Systems Solve Just 2% of Advanced Maths Problems in New Benchmark Test

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    Source URL: https://science.slashdot.org/story/24/11/13/1244216/ai-systems-solve-just-2-of-advanced-maths-problems-in-new-benchmark-test?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: AI Systems Solve Just 2% of Advanced Maths Problems in New Benchmark Test Feedly Summary: AI Summary and Description: Yes Summary: The text discusses the limitations of leading AI systems in solving complex mathematics problems presented in a new benchmark called FrontierMath. Despite achieving high accuracy on traditional math…

  • Hacker News: FrontierMath: A benchmark for evaluating advanced mathematical reasoning in AI

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    Source URL: https://epochai.org/frontiermath/the-benchmark Source: Hacker News Title: FrontierMath: A benchmark for evaluating advanced mathematical reasoning in AI Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes FrontierMath, a rigorous benchmark developed to evaluate AI systems’ mathematical reasoning capabilities using complex, original mathematical problems. Despite AI advancements, current models perform poorly, solving less…