Update dataset card with task category, code link, and usage instructions

README.md

@@ -1,24 +1,45 @@
 ---
-dataset_name: PDE Datasets used in FLARE paper
-tags:
-  - physics
-  - additive-manufacturing
-  - pbdf
-  - mesh
-  - simulation
-  - 3d-field-prediction
 license: mit
-language: []
-paper: https://arxiv.org/abs/2508.12594
+task_categories:
+- other
+tags:
+- physics
+- additive-manufacturing
+- mesh
+- simulation
+- 3d-field-prediction
+- pde
 ---
 
-These are the datasets used in our paper **[FLARE: Fast Low-Rank Attention Routing Engine](https://huggingface.co/papers/2508.12594)** ([arXiv:2508.12594](https://arxiv.org/abs/2508.12594)), we release a new **3D field prediction benchmark** derived from numerical simulations of the **Laser Powder Bed Fusion (LPBF)** additive manufacturing process.
+# PDE Datasets for FLARE
+
+This repository contains the datasets used in the paper **[FLARE: Fast Low-rank Attention Routing Engine](https://huggingface.co/papers/2508.12594)**. 
+
+- **Paper:** [arXiv:2508.12594](https://arxiv.org/abs/2508.12594)
+- **Code:** [GitHub - vpuri3/FLARE.py](https://github.com/vpuri3/FLARE.py)
+
+## Dataset Description
+
+The collection includes:
+- **PDE Benchmarks**: Standard datasets used to evaluate neural PDE surrogates, such as Elasticity and Darcy flow.
+- **Additive Manufacturing (AM) Benchmark**: A new 3D field prediction benchmark derived from numerical simulations of the **Laser Powder Bed Fusion (LPBF)** process. This dataset was generated on selected geometries from the Autodesk segmentation dataset and includes displacement fields and thermal histories on unstructured meshes.
+
+## Usage
+
+You can download the datasets using the utility script provided in the official repository:
+
+```bash
+git clone https://github.com/vpuri3/FLARE.py.git
+cd FLARE.py
+chmod +x scripts/download_data.sh
+./scripts/download_data.sh
+```
 
 ## Citation
 
 If you use this dataset in your work, please cite:
 
-```
+```bibtex
 @misc{puri2025flare,
       title={{FLARE}: {F}ast {L}ow-rank {A}ttention {R}outing {E}ngine}, 
       author={Vedant Puri and Aditya Joglekar and Kevin Ferguson and Yu-hsuan Chen and Yongjie Jessica Zhang and Levent Burak Kara},
@@ -30,14 +51,10 @@ If you use this dataset in your work, please cite:
 }
 ```
 
----
-
 ## License
 
-MIT License
-
----
+This dataset is released under the [MIT License](https://opensource.org/licenses/MIT).
 
 ## Contact
 
-For questions about the dataset or related research, feel free to reach out via email or the GitHub repository linked in the paper: `https://github.com/vpuri3/FLARE.py`.
+For questions about the dataset or related research, feel free to reach out via the [GitHub repository](https://github.com/vpuri3/FLARE.py).