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survey: make the survey collection as a tutor
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content/post/2025-09/LLM-tutors.md

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title: "LLM related surveys and guides you may need"
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title: "LLM tutor launchs from scratch"
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date: 2025-09-08T13:34:59+08:00
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description: 最近一些有趣的概括性内容
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description: 简单的LLM入门与最近一些有意思的综述
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categories: ["survey", "introduction"]
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layout: search
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tags: ["research"]
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---
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Preliminary
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- [d2l 中文](https://github.com/d2l-ai/d2l-zh)
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- [Transformer from Seq2Seq](https://github.com/bentrevett/pytorch-seq2seq): Example with detailed code
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- [LLM 全景速览](https://github.com/luhengshiwo/LLMForEverybody)
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Application
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- [LLM 应用开发实践笔记](https://github.com/morsoli/llm-books)
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- [Transformers 库快速入门](https://github.com/jsksxs360/How-to-use-Transformers)
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Reproduce
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- [从头构建Llama](https://github.com/datawhalechina/llms-from-scratch-cn)
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- [Llama3详细拆解与构建](https://github.com/naklecha/llama3-from-scratch)
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Post-Training
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- LLM Post-Training: A Deep Dive into Reasoning Large Language Models ([arXiv:2502.21321](https://arxiv.org/abs/2502.21321))
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- Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models ([arXiv:2503.09567](https://arxiv.org/abs/2503.09567))
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- A Survey on Diffusion Language Models ([arXiv:2508.10875](https://arxiv.org/abs/2508.10875))
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- Implicit Reasoning in Large Language Models: A Comprehensive Survey ([arXiv:2509.02350](https://arxiv.org/abs/2509.02350))
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