Update README.md

README.md

@@ -2,4 +2,49 @@
 license: other
 license_name: copyright-at-original-authors
 license_link: LICENSE
+task_categories:
+- tabular-classification
+- tabular-regression
+language:
+- en
+tags:
+- tabular
+- machine_learning
+- foundation_models
+- iid
+- nonIID
+- with_text
+pretty_name: BeyondArena Datasets
+size_categories:
+- 100K<n<1M
 ---
+# BeyondArena Datasets
+
+Datasets from BeyondArena, a unified, holistic benchmark for tabular data that supports diverse task types (IID, temporal, grouped),
+across sample size and feature dimensionality scales, with diverse feature types (with text, with high cardinality) from a 
+broad range of disciplines.
+
+We introduce BeyondArena and its datasets in: [TODO link] 
+
+**BibTeX:** [More Information Needed]
+
+
+We suggest using the dataset via DataFoundry ([TODO LINK]):
+[TODO add code example from data foundry here]
+
+
+## Dataset Selection Overview
+
+We build on top of the dataset curation protocol of TabArena-v0.1 (https://arxiv.org/abs/2506.16791) 
+and curate 142 tiny to large-sized, tabular IID and non-IID tasks. For details, see the paper.
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/677d00ac70b9142c01cc90f9/9PtFwqNy14dBavZtFyu6Y.png)
+
+## Dataset Dashboard
+
+We curated a diverse set of datasets. We share the dataset sizes (w.r.t. rows, columns, and cells), their age distribution,
+the distribution of feature types per dataset, and the share of datasets from a specific problem type, 
+task type, dataset source, or application domain.
+
+
+![image](https://cdn-uploads.huggingface.co/production/uploads/677d00ac70b9142c01cc90f9/3hNSmDFA2O-Q0HYkahP0c.png)