# ROOTS-Style Data Transparency: Reproducibility + Open Science Standartları

> Source: https://sukruyusufkaya.com/learn/fine-tuning-cookbook/ftc-roots-data-transparency
> Updated: 2026-08-18T11:15:07.176Z
> Category: Fine-Tuning Cookbook (Model-by-Model)
> Module: Part XVIII — Compliance, Governance & Red-Teaming
**TLDR:** ROOTS (BigScience BLOOM) — training corpus'un tam transparency'sini koruma standart. Cookbook'un FT modelleri için: dataset card (source, license, processing), data composition tablosu, exclusion criteria. Open science için bu standartı uygulayanlar long-term trustworthy.