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README.md

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-The Hierarchy Transformer (HiT) framework aims to provide universal hierarchy embedding in hyperbolic space with transformer encoder-based language models. 
+**Hierarchy Transformer (HiT)** is a framework to provide universal hierarchy embedding in hyperbolic space with transformer encoder-based language models. 
 
-This huggingface page serves as the model and dataset (also available on [Zenodo](https://zenodo.org/doi/10.5281/zenodo.10511042)) repository. The code repository is available on GitHub: [HierarchyTransformers](https://github.com/KRR-Oxford/HierarchyTransformers)
+This huggingface page serves as the **model** and **dataset** (also available on [Zenodo](https://zenodo.org/doi/10.5281/zenodo.10511042)) repository. 
+
+The **code** repository is available on GitHub: [HierarchyTransformers](https://github.com/KRR-Oxford/HierarchyTransformers).
 
 ## Get Started