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Niklas Suvitie

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#natural language process... Open access May 2026

From PDF to Dataset: Semi-Automated Extraction of Fine-Tuning Data

The results indicate that the proposed approach reduces the effort required for manual dataset construction while preserving data quality through mandatory human validation, and highlights the effectiveness of hybrid automation workflows in accelerating fine-tuning dataset preparation without compromising reliability.

Niklas Suvitie, Mika Saari, Pekka Abrahamsson · 1 citation

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