Update README.md

README.md

@@ -13,4 +13,16 @@ configs:
     path: dataset.json
 paperswithcode_id: mapeval-visual
 ---
-This dataset was introduced in [MapEval](https://arxiv.org/abs/2501.00316)
+
+# MapEval-Visual
+
+This dataset was introduced in [MapEval](https://arxiv.org/abs/2501.00316)
+
+## Usage
+```python
+from datasets import load_dataset
+
+# Load dataset
+ds = load_dataset("MapEval/MapEval-API", name="benchmark")
+```
+