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---
title: "The Smol Training Playbook:<br/> The Secrets to Building World-Class LLMs"
subtitle: "A practical journey through the challenges, decisions, and messy reality behind training state-of-the-art language models"
description: "The Smol Training Playbook: The Secrets to Building World-Class LLMs"
authors:
- name: "Loubna Ben Allal"
url: "https://huggingface.co/loubnabnl"
affiliations: [1]
- name: "Lewis Tunstall"
url: "https://huggingface.co/lewtun"
affiliations: [1]
- name: "Nouamane Tazi"
url: "https://huggingface.co/nouamanetazi"
affiliations: [1]
- name: "Elie Bakouch"
url: "https://huggingface.co/eliebak"
affiliations: [1]
- name: "Ed Beeching"
url: "https://huggingface.co/edbeeching"
affiliations: [1]
- name: "Carlos Miguel Patiño"
url: "https://huggingface.co/cmpatino"
affiliations: [1]
- name: "Clémentine Fourrier"
url: "https://huggingface.co/clefourrier"
affiliations: [1]
- name: "Thibaud Frere"
url: "https://huggingface.co/tfrere"
affiliations: [1]
- name: "Anton Lozhkov"
url: "https://huggingface.co/anton-l"
affiliations: [1]
- name: "Colin Raffel"
url: "https://huggingface.co/craffel"
affiliations: [1]
- name: "Leandro von Werra"
url: "https://huggingface.co/lvwerra"
affiliations: [1]
- name: "Thomas Wolf"
url: "https://huggingface.co/thomwolf"
affiliations: [1]
affiliations:
- name: "Hugging Face"
url: "https://huggingface.co"
published: "Oct. 30, 2025"
tags:
- research-article-template
- scientific paper
- data visualization
tableOfContentsAutoCollapse: true
seoThumbImage: "/thumb.png"
pdfProOnly: false
---
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