Tag: reasoning tasks
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Slashdot: OpenAI Cancels Its o3 AI Model In Favor of a ‘Unified’ Next-Gen Release
Source URL: https://tech.slashdot.org/story/25/02/12/2119245/openai-cancels-its-o3-ai-model-in-favor-of-a-unified-next-gen-release?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: OpenAI Cancels Its o3 AI Model In Favor of a ‘Unified’ Next-Gen Release Feedly Summary: AI Summary and Description: Yes Summary: OpenAI has decided to cancel the release of its o3 model in favor of a simplified product lineup, with plans to introduce GPT-5 in the coming months. This…
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Hacker News: Bolt: Bootstrap Long Chain-of-Thought in LLMs Without Distillation [pdf]
Source URL: https://arxiv.org/abs/2502.03860 Source: Hacker News Title: Bolt: Bootstrap Long Chain-of-Thought in LLMs Without Distillation [pdf] Feedly Summary: Comments AI Summary and Description: Yes Summary: The paper introduces BOLT, a method designed to enhance the reasoning capabilities of large language models (LLMs) by generating long chains of thought (LongCoT) without relying on knowledge distillation. The…
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Hacker News: Understanding Reasoning LLMs
Source URL: https://magazine.sebastianraschka.com/p/understanding-reasoning-llms Source: Hacker News Title: Understanding Reasoning LLMs Feedly Summary: Comments AI Summary and Description: Yes Summary: The text explores advancements in reasoning models associated with large language models (LLMs), focusing particularly on the development of DeepSeek’s reasoning model and various approaches to enhance LLM capabilities through structured training methodologies. This examination is…
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Hacker News: Chatbot Software Begins to Face Fundamental Limitations
Source URL: https://www.quantamagazine.org/chatbot-software-begins-to-face-fundamental-limitations-20250131/ Source: Hacker News Title: Chatbot Software Begins to Face Fundamental Limitations Feedly Summary: Comments AI Summary and Description: Yes **Summary**: The text details recent findings on the limitations of large language models (LLMs) in performing compositional reasoning tasks, highlighting inherent restrictions in their architecture that prevent them from effectively solving complex multi-step…
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Simon Willison’s Weblog: OpenAI o3-mini, now available in LLM
Source URL: https://simonwillison.net/2025/Jan/31/o3-mini/#atom-everything Source: Simon Willison’s Weblog Title: OpenAI o3-mini, now available in LLM Feedly Summary: o3-mini is out today. As with other o-series models it’s a slightly difficult one to evaluate – we now need to decide if a prompt is best run using GPT-4o, o1, o3-mini or (if we have access) o1 Pro.…
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Hacker News: Mini-R1: Reproduce DeepSeek R1 "Aha Moment"
Source URL: https://www.philschmid.de/mini-deepseek-r1 Source: Hacker News Title: Mini-R1: Reproduce DeepSeek R1 "Aha Moment" Feedly Summary: Comments AI Summary and Description: Yes Summary: The text discusses the release of DeepSeek R1, an open model for complex reasoning tasks that utilizes reinforcement learning algorithms, specifically Group Relative Policy Optimization (GRPO). It offers insight into the model’s training…
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Simon Willison’s Weblog: Quoting Jack Clark
Source URL: https://simonwillison.net/2025/Jan/28/jack-clark-r1/#atom-everything Source: Simon Willison’s Weblog Title: Quoting Jack Clark Feedly Summary: The most surprising part of DeepSeek-R1 is that it only takes ~800k samples of ‘good’ RL reasoning to convert other models into RL-reasoners. Now that DeepSeek-R1 is available people will be able to refine samples out of it to convert any other…
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Hacker News: The Illustrated DeepSeek-R1
Source URL: https://newsletter.languagemodels.co/p/the-illustrated-deepseek-r1 Source: Hacker News Title: The Illustrated DeepSeek-R1 Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the launch of DeepSeek-R1, an advanced model in the machine learning and AI domain, highlighting its novel training approach, especially in reasoning tasks. This model presents significant insights into the evolving capabilities of…