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Tag: training approach

  • Simon Willison’s Weblog: Quoting Andriy Burkov

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    Kurt Seifried
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    Source URL: https://simonwillison.net/2025/Apr/6/andriy-burkov/#atom-everything Source: Simon Willison’s Weblog Title: Quoting Andriy Burkov Feedly Summary: […] The disappointing releases of both GPT-4.5 and Llama 4 have shown that if you don’t train a model to reason with reinforcement learning, increasing its size no longer provides benefits. Reinforcement learning is limited only to domains where a reward can…

  • Hacker News: Instella: New Open 3B Language Models

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    Source URL: https://rocm.blogs.amd.com/artificial-intelligence/introducing-instella-3B/README.html Source: Hacker News Title: Instella: New Open 3B Language Models Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text introduces the Instella family of 3-billion-parameter language models developed by AMD, highlighting their capabilities, benchmarks, and the significance of their fully open-source nature. This release is notable for professionals in AI…

  • Hacker News: Understanding R1-Zero-Like Training: A Critical Perspective

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    Kurt Seifried
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    Source URL: https://github.com/sail-sg/understand-r1-zero Source: Hacker News Title: Understanding R1-Zero-Like Training: A Critical Perspective Feedly Summary: Comments AI Summary and Description: Yes Summary: The text presents a novel approach to LLM training called R1-Zero-like training, emphasizing a new reinforcement learning method termed Dr. GRPO that enhances reasoning capabilities. It highlights significant improvements in model performance through…

  • Hacker News: Hunyuan T1 Mamba Reasoning model beats R1 on speed and metrics

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    Kurt Seifried
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    Source URL: https://tencent.github.io/llm.hunyuan.T1/README_EN.html Source: Hacker News Title: Hunyuan T1 Mamba Reasoning model beats R1 on speed and metrics Feedly Summary: Comments AI Summary and Description: Yes Summary: The text describes Tencent’s innovative Hunyuan-T1 reasoning model, a significant advancement in large language models that utilizes reinforcement learning and a novel architecture to improve reasoning capabilities and…

  • Wired: I’m Not Convinced Ethical Generative AI Currently Exists

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    Kurt Seifried
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    Source URL: https://www.wired.com/story/the-prompt-ethical-generative-ai-does-not-exist/ Source: Wired Title: I’m Not Convinced Ethical Generative AI Currently Exists Feedly Summary: WIRED’s advice columnist considers whether some AI tools are more ethical than others, and if developers can make AI wiser. AI Summary and Description: Yes Summary: The text discusses the ethical implications surrounding generative AI tools, focusing on the…

  • The Register: DeepMind working on distributed training of large AI models

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    Kurt Seifried
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    Source URL: https://www.theregister.com/2025/02/11/deepmind_distributed_model_training_research/ Source: The Register Title: DeepMind working on distributed training of large AI models Feedly Summary: Alternate process could be a game changer if they can make it practicable Is distributed training the future of AI? As the shock of the DeepSeek release fades, its legacy may be an awareness that alternative approaches…

  • Hacker News: The Illustrated DeepSeek-R1

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    Kurt Seifried
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    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…

  • Hacker News: Large Concept Models: Language modeling in a sentence representation space

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    Source URL: https://github.com/facebookresearch/large_concept_model Source: Hacker News Title: Large Concept Models: Language modeling in a sentence representation space Feedly Summary: Comments AI Summary and Description: Yes **Summary:** The text discusses the implementation and experiments related to Large Concept Models (LCMs) as part of language modeling in a semantic representation space. By utilizing SONAR embeddings for multiple…

  • Simon Willison’s Weblog: Phi-4 Technical Report

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    Source URL: https://simonwillison.net/2024/Dec/15/phi-4-technical-report/ Source: Simon Willison’s Weblog Title: Phi-4 Technical Report Feedly Summary: Phi-4 Technical Report Phi-4 is the latest LLM from Microsoft Research. It has 14B parameters and claims to be a big leap forward in the overall Phi series. From Introducing Phi-4: Microsoft’s Newest Small Language Model Specializing in Complex Reasoning: Phi-4 outperforms…

  • Hacker News: Omnivision-968M: Vision Language Model with 9x Tokens Reduction for Edge Devices

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    Source URL: https://nexa.ai/blogs/[object Object] Source: Hacker News Title: Omnivision-968M: Vision Language Model with 9x Tokens Reduction for Edge Devices Feedly Summary: Comments AI Summary and Description: Yes **Summary:** OmniVision is an advanced multimodal model designed for effective processing of visual and textual inputs on edge devices. It improves upon the LLaVA architecture by reducing image…