---
license: mit
task_categories:
- text-classification
language:
- en
- fr
- es
tags:
- open science
- research data
- software mentions
- data mentions
- grobid
- scientific text mining

---
# A Multi-lingual Dataset of Classified Paragraphs from Open Access Scientific

We present a dataset of 833k paragraphs extracted from CC-BY licensed
scientific publications, classified into four categories: acknowledgments, data
mentions, software/code mentions, and clinical trial mentions. The paragraphs
are primarily in English and French, with additional European languages
represented. Each paragraph is annotated with language identification (using
fastText) and scientific domain (from OpenAlex). This dataset, derived from the
French Open Science Monitor corpus and processed using GROBID, enables training
of text classification models and development of named entity recognition
systems for scientific literature mining.