Update README.md

README.md

@@ -13,9 +13,16 @@ tags:
 - data mentions
 - grobid
 - scientific text mining
-pretty_name: >-
-  A Multi-lingual Dataset of Classified Paragraphs from Open Access Scientific
-  Publications
-size_categories:
-- 100K<n<1M
----
+
+---
+# 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.