Update README.md

README.md

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-# Navigating ACL Papers via 2D Scatter Plots
-With the goal of understanding how scientific papers are related to one another, we plot their projections on a 2D plain in our interactive demo.
+# Navigating ACL Anthology
 
-To learn about how to generate plots like this, check out our step-by-step tutorial, [here](scipapers_scatter.ipynb).
+With the goal of understanding how scientific papers are related to one another, we plot their projections on a 2D plain in our interactive [demo](https://huggingface.co/spaces/gwf-uwaterloo/acl-spectrum).
+
+## Data
+We downloaded meta information of [ACL Anthology](https://aclanthology.org/) papers from [here](https://github.com/acl-org/acl-anthology/tree/master/data/xml).
+Overall, 12,282 papers were derived from 4 conferences/journals, i.e. ACL (5.2K), EMNLP (4.6K), NAACL (2K), and TACL (442), over 7 years (2016-2023).
+
+## Embeddings
+We encoded the papers (titles + abstracts) using [spectre2](https://huggingface.co/allenai/specter2_base), a BERT-based model designed for scientific literature.
+We applied t-SNE to reduce dimensions for visualization.
+
+👉 To learn about how we generated the plot, check out our step-by-step guide [here](scipapers_scatter.ipynb).