Update README.md

README.md

@@ -21,27 +21,27 @@ tags:
 
 This dataset was introduced in [MapEval: A Map-Based Evaluation of Geo-Spatial Reasoning in Foundation Models](https://arxiv.org/abs/2501.00316)
 
-## Example
+# Example
 
 ![Image](example.jpg)
 
-### Query
+#### Query
 I am presently visiting Mount Royal Park . Could you please inform me about the nearby historical landmark?
 
-### Options
+#### Options
 1. Circle Stone
 2. Secret pool
 3. Maison William Caldwell Cottingham
 4. Poste de cavalerie du Service de police de la Ville de Montreal
 
-### Correct Option
+#### Correct Option
 1. Circle Stone
 
-## Prerequisite
+# Prerequisite
 
 Download the [Vdata.zip](https://huggingface.co/datasets/MapEval/MapEval-Visual/resolve/main/Vdata.zip?download=true) and extract in the working directory. This directory contains all the images.
 
-## Usage
+# Usage
 ```python
 from datasets import load_dataset
 import PIL.Image
@@ -72,7 +72,7 @@ for item in ds["test"]:
     print([prompt, img])  # Replace with your processing logic
 ```
 
-## Leaderboard
+# Leaderboard
 
 | Model                     | Overall | Place Info | Nearby | Routing | Counting | Unanswerable |
 |---------------------------|:-------:|:----------:|:------:|:-------:|:--------:|:------------:|
@@ -93,7 +93,7 @@ for item in ds["test"]:
 | Llava-1.5-7B-hf           | 20.05   | 22.31      | 18.89  | 13.75   | 28.41    | 0.00         |
 | Human                     | 82.23   | 81.67      | 82.42  | 85.18   | 78.41    | 65.00        |
 
-## Citation
+# Citation
 
 If you use this dataset, please cite the original paper: