Update README.md

README.md

@@ -6,8 +6,9 @@ GeoVistaBench is a collection of real-world photos with rich metadata for evalua
 
 ## Dataset Structure
 
-- `id`: unique identifier.
 - `raw_image_path`: relative path (within this repo) to the source picture under `raw_image/<uid>/`.
+- `id`: unique identifier.
+- `prompt`: textual user query.
 - `preview`: compressed JPEG preview (<=1M pixels) under `preview_image/<uid>/`. This is used by HF Dataset Viewer.
 - `metadata`: downstream users can parse it to obtain lat/lng, city names, multi-level location tags, and related information.
 - `data_type`: string describing the imagery type.
@@ -23,8 +24,9 @@ All samples are stored in a Hugging Face-compatible parquet file.
 
    ds = load_dataset('path/to/this/folder', split='test')
    sample = ds[0]
-   ``
-   `sample["raw_image_path"]` points to the higher-quality file for inference.
+   ```
+
+**sample["raw_image_path"]` points to the higher-quality image for inference.**
 
 ## Related Resources
 
@@ -39,12 +41,12 @@ https://huggingface.co/datasets/LibraTree/GeoVistaBench
 ## Citation
 ```
 @misc{wang2025geovistawebaugmentedagenticvisual,
-      title        = {GeoVista: Web-Augmented Agentic Visual Reasoning for Geolocalization},
-      author       = {Yikun Wang and Zuyan Liu and Ziyi Wang and Pengfei Liu and Han Hu and Yongming Rao},
-      year         = {2025},
-      eprint       = {2511.15705},
-      archivePrefix= {arXiv},
-      primaryClass = {cs.CV},
-      url          = {https://arxiv.org/abs/2511.15705},
+      title={GeoVista: Web-Augmented Agentic Visual Reasoning for Geolocalization}, 
+      author={Yikun Wang and Zuyan Liu and Ziyi Wang and Han Hu and Pengfei Liu and Yongming Rao},
+      year={2025},
+      eprint={2511.15705},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2511.15705}, 
 }
 ```