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Tag: reasoning tasks

  • Hacker News: Some Thoughts on Autoregressive Models

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    Kurt Seifried
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    Source URL: https://wonderfall.dev/autoregressive/ Source: Hacker News Title: Some Thoughts on Autoregressive Models Feedly Summary: Comments AI Summary and Description: Yes **Summary:** This text offers a comprehensive critique of autoregressive (AR) models, particularly large language models (LLMs), highlighting their strengths and limitations regarding human-like cognition and reasoning. It emphasizes the need for alternative architectures that integrate…

  • Hacker News: Using GRPO to Beat o1, o3-mini and R1 at "Temporal Clue"

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    Kurt Seifried
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    Source URL: https://openpipe.ai/blog/using-grpo-to-beat-o1-o3-mini-and-r1-on-temporal-clue Source: Hacker News Title: Using GRPO to Beat o1, o3-mini and R1 at "Temporal Clue" Feedly Summary: Comments AI Summary and Description: Yes Short Summary with Insight: The provided text explores the application of reinforcement learning to enhance the deductive reasoning capabilities of smaller, open-weight models in AI. Specifically, it focuses on…

  • Hacker News: Evaluating modular RAG with reasoning models

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    Kurt Seifried
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    Source URL: https://www.kapa.ai/blog/evaluating-modular-rag-with-reasoning-models Source: Hacker News Title: Evaluating modular RAG with reasoning models Feedly Summary: Comments AI Summary and Description: Yes Summary: The text outlines the challenges and potential of Modular Retrieval-Augmented Generation (RAG) systems using reasoning models like o3-mini. It emphasizes the distinction between reasoning capabilities and practical experience in tool usage, highlighting insights…

  • Slashdot: Anthropic Launches the World’s First ‘Hybrid Reasoning’ AI Model

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    Kurt Seifried
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    Source URL: https://developers.slashdot.org/story/25/02/24/213202/anthropic-launches-the-worlds-first-hybrid-reasoning-ai-model?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: Anthropic Launches the World’s First ‘Hybrid Reasoning’ AI Model Feedly Summary: AI Summary and Description: Yes Summary: The text discusses Anthropic’s new AI model, Claude 3.7, which offers a unique capability to control the balance between instinctive output and reasoning. This feature aims to simplify the tackling of complex…

  • Slashdot: Musk Says New AI Chatbot Outperforms Rivals, Nears Launch

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    Kurt Seifried
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    Source URL: https://slashdot.org/story/25/02/13/1154209/musk-says-new-ai-chatbot-outperforms-rivals-nears-launch?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: Musk Says New AI Chatbot Outperforms Rivals, Nears Launch Feedly Summary: AI Summary and Description: Yes Summary: Elon Musk’s announcement regarding his AI startup xAI’s upcoming chatbot, Grok 3, highlights competitive advancements in AI technology. Musk’s claims of superior reasoning capabilities could signify important developments in AI models, especially…

  • Slashdot: OpenAI Cancels Its o3 AI Model In Favor of a ‘Unified’ Next-Gen Release

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    Kurt Seifried
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    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…

  • Hacker News: Bolt: Bootstrap Long Chain-of-Thought in LLMs Without Distillation [pdf]

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    Kurt Seifried
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    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…

  • Cloud Blog: News you can use: What we announced in AI this month

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    Kurt Seifried
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    Source URL: https://cloud.google.com/blog/products/ai-machine-learning/what-google-cloud-announced-in-ai-this-month/ Source: Cloud Blog Title: News you can use: What we announced in AI this month Feedly Summary: 2025 is off to a racing start. From announcing strides in the new Gemini 2.0 model family to retailers accelerating with Cloud AI, we spent January investing in our partner ecosystem, open-source, and ways to…

  • Hacker News: Understanding Reasoning LLMs

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    Kurt Seifried
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    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…

  • Hacker News: Chatbot Software Begins to Face Fundamental Limitations

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    Kurt Seifried
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    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…