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Hynek Kydlíček

ML Engineer, Hugging Face

Hynek Kydlíček is a machine learning engineer at Hugging Face. Kydlíček is the second author of the FineWeb datasets paper (2024) and the FineWeb2 paper (2025), both first-authored by Guilherme Penedo, and a co-author of the FineTranslations dataset and of the SmolLM2 paper (2025).12345

At a glance

Current role
ML Engineer
Sector
Company
Work listed
2
Sources cited
8
Profile reviewed

Research

Kydlíček's early work includes a 2023 dataset and baselines for classifying Czech news texts and contributions to the BenCzechMark benchmark (2024). At Hugging Face Kydlíček co-authored the FineWeb (2024) and FineWeb2 (2025) dataset papers as second author.67231

Kydlíček is also a co-author of the SmolLM2 paper (2025), of the FineTranslations dataset (2026) and of a 2026 study on synthesizing pretraining data.548

Work and contributions

  • FineWeb Open data

    Second author of "The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale" (2024), the paper describing the FineWeb dataset.2

  • FineWeb2 Open data

    Second author of the FineWeb2 paper (2025), which adapts pretraining data processing to many languages.3

Timeline

  1. Posted a dataset and baselines for classifying Czech news texts as first author.6
  2. Co-authored the FineWeb datasets paper as second author.2
  3. Co-authored the SmolLM2 paper.5
  4. Co-authored the FineWeb2 paper as second author.3
  5. Co-authored a systematic study of prompt design for synthesizing pretraining data.8

Where they work

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References

8 sources · profile reviewed Oct 22, 2026 · data updated Oct 22, 2026

  1. hynky1999 (Hynek Kydlíček) on GitHubGitHub · Official page · accessed Oct 22, 2026
  2. The FineWeb Datasets: Decanting the Web for the Finest Text Data at Scale (arXiv 2406.17557)arXiv · Paper · published Jun 25, 2024 · accessed Oct 22, 2026
  3. FineWeb2: One Pipeline to Scale Them All (arXiv 2506.20920)arXiv · Paper · published Jun 26, 2025 · accessed Oct 22, 2026
  4. Guilherme Penedo — homepage (FineTranslations entry)Guilherme Penedo · Official page · accessed Oct 22, 2026
  5. SmolLM2: When Smol Goes Big — Data-Centric Training of a Small Language Model (arXiv 2502.02737)arXiv · Paper · published Feb 4, 2025 · accessed Oct 22, 2026
  6. A Dataset and Strong Baselines for Classification of Czech News Texts (arXiv 2307.10666)arXiv · Paper · published Jul 20, 2023 · accessed Oct 22, 2026
  7. BenCzechMark: A Czech-centric Multitask and Multimetric Benchmark for Large Language Models (arXiv 2412.17933)arXiv · Paper · published Dec 23, 2024 · accessed Oct 22, 2026
  8. How Can We Synthesize High-Quality Pretraining Data? (arXiv 2604.13977)arXiv · Paper · published Apr 15, 2026 · accessed Oct 22, 2026