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Tag: training strategies

  • Hacker News: Writing an LLM from scratch, part 10 – dropout

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    Kurt Seifried
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    Source URL: https://www.gilesthomas.com/2025/03/llm-from-scratch-10-dropout Source: Hacker News Title: Writing an LLM from scratch, part 10 – dropout Feedly Summary: Comments AI Summary and Description: Yes Summary: The text details the concept and implementation of dropout within the training of large language models (LLMs), specifically within a PyTorch context. It illustrates the importance of dropout in spreading…

  • Hacker News: Pre-Trained Large Language Models Use Fourier Features to Compute Addition

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    Kurt Seifried
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    Source URL: https://arxiv.org/abs/2406.03445 Source: Hacker News Title: Pre-Trained Large Language Models Use Fourier Features to Compute Addition Feedly Summary: Comments AI Summary and Description: Yes Short Summary: The paper discusses how pre-trained large language models (LLMs) utilize Fourier features to enhance their arithmetic capabilities, specifically focusing on addition. It provides insights into the mechanisms that…

  • Hacker News: Mini-R1: Reproduce DeepSeek R1 "Aha Moment"

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    Kurt Seifried
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    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…

  • Slashdot: Microsoft Announces Phi-4 AI Model Optimized for Accuracy and Complex Reasoning

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    system automation
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    Source URL: https://slashdot.org/story/24/12/16/0313207/microsoft-announces-phi-4-ai-model-optimized-for-accuracy-and-complex-reasoning?utm_source=rss1.0mainlinkanon&utm_medium=feed Source: Slashdot Title: Microsoft Announces Phi-4 AI Model Optimized for Accuracy and Complex Reasoning Feedly Summary: AI Summary and Description: Yes **Summary:** Microsoft has introduced Phi-4, an advanced AI model optimized for complex reasoning tasks, particularly in STEM areas. With its robust architecture and safety features, Phi-4 underscores the importance of ethical…

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

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    system automation
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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…

  • Hacker News: OpenCoder: Open Cookbook for Top-Tier Code Large Language Models

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    system automation
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    Source URL: https://opencoder-llm.github.io/ Source: Hacker News Title: OpenCoder: Open Cookbook for Top-Tier Code Large Language Models Feedly Summary: Comments AI Summary and Description: Yes Summary: OpenCoder represents a significant advancement in the field of code-focused language models (LLMs) by being a completely open-source project. It leverages a transparent data process and extensive training datasets that…

  • Simon Willison’s Weblog: Quoting Jason Wei (OpenAI)

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    system automation
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    Source URL: https://simonwillison.net/2024/Sep/12/jason-wei-openai/#atom-everything Source: Simon Willison’s Weblog Title: Quoting Jason Wei (OpenAI) Feedly Summary: o1-mini is the most surprising research result I’ve seen in the past year Obviously I cannot spill the secret, but a small model getting >60% on AIME math competition is so good that it’s hard to believe— Jason Wei (OpenAI) Tags:…