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README.md

@@ -2,6 +2,16 @@
 {}
 ---
 
+<a href="" target="_blank">
+    <img alt="arXiv" src="https://img.shields.io/badge/arXiv-StarVector-red?logo=arxiv" height="20" />
+</a>
+<a href="https://starvector.github.io/" target="_blank">
+    <img alt="Website" src="https://starvector.github.io/" height="20" />
+</a>
+<a href="https://github.com/joanrod/star-vector" target="_blank" style="display: inline-block; margin-right: 10px;">
+    <img alt="GitHub Code" src="https://img.shields.io/badge/Code-StarVector-white?&logo=github&logoColor=white" />
+</a>
+
 # Dataset Card for SVG-Stack (Simple)
 
 ## Dataset Description
@@ -10,14 +20,15 @@ This dataset contains SVG code examples for training and evaluating SVG models f
 
 ## Dataset Structure
 
-### Data Instances
-
-The dataset contains the following splits:
-train, val, test
 
 ### Features
 
-{'Filename': Value(dtype='string', id=None), 'Svg': Value(dtype='string', id=None)}
+The dataset contains the following fields:
+
+| Field Name | Description |
+| :--------- | :---------- |
+| `Filename` | Unique ID for each SVG |
+| `Svg` | SVG code |
 
 ## Usage
 
@@ -27,7 +38,24 @@ from datasets import load_dataset
 dataset = load_dataset("starvector/svg-stack-simple")
 ```
 
+## Benchmark Evaluation
+
+To evaluate your model on this dataset, please refer to the [README.md](https://github.com/starvector/star-vector/blob/main/README.md) file in the [StarVector GitHub repository](https://github.com/starvector/star-vector).
+
+## Citation
+
+```bibtex
+@article{rodriguez2023starvector,
+    title={{StarVector: Generating Scalable Vector Graphics Code from Images and Text}},
+    author={Juan A. Rodriguez and Abhay Puri and Shubham Agarwal and Issam H. Laradji and Pau Rodriguez and Sai Rajeswar and David Vazquez and Christopher Pal and Marco Pedersoli},
+    year={2023},
+    journal={arXiv preprint arXiv:2312.11556},
+}
+```
+
 ## Tags
 
-- svg
+- scalable vector graphics (SVG)
+- vision language models
+- multimodal
 - code