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[ES] Translate Chapter 12 Sections 1 to 3b (Build Reasoning Models & DeepSeek R1/GRPO) - #1355

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ioseba:translate-es-chapter12-sections-1-to-3b
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ioseba:translate-es-chapter12-sections-1-to-3b

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@ioseba

@ioseba ioseba commented Oct 10, 2026

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Description

This PR contributes the Spanish translation for Chapter 12 Sections 1 to 3b (Build Reasoning Models / Construir modelos de razonamiento):

  • chapters/es/chapter12/1.mdx: Open R1 for Students (Open R1 para estudiantes) overview.
  • chapters/es/chapter12/2.mdx: Reinforcement Learning on LLMs (Introducción al aprendizaje por refuerzo y su papel en los LLMs) covering agents, policies, rewards, RLHF, and GRPO introduction.
  • chapters/es/chapter12/3.mdx: The Aha Moment in the DeepSeek R1 Paper (El momento «¡Ajá!» en el artículo de DeepSeek R1), covering 4-phase training pipeline, group formation, and advantage estimation.
  • chapters/es/chapter12/3b.mdx: Advanced Understanding of GRPO in DeepSeekMath (Comprensión avanzada de GRPO en DeepSeekMath) with mathematical formulas, clipping, KL divergence penalty, and PyTorch implementation.
  • Added chapters/es/chapter12/img/ assets.
  • Updated chapters/es/_toctree.yml with the new sections.

All MDX files have been formatted and verified with utils.code_formatter.blackify.

@HuggingFaceDocBuilderDev

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The docs for this PR live here. All of your documentation changes will be reflected on that endpoint. The docs are available until 30 days after the last update.

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