Add task categories, paper link, and project links

README.md

@@ -3,26 +3,33 @@ configs:
 - config_name: default
   data_files:
   - split: test
-    path: 
-    - "Objects.csv"
-    - "Segmentations.json"
-    - "visual_patterns.csv"
+    path:
+    - Objects.csv
+    - Segmentations.json
+    - visual_patterns.csv
+task_categories:
+- image-text-to-text
+- image-segmentation
 ---
 
 # PixMMVP Benchmark
 
-The dataset annotations augmenting MMVP with referring expressions and corresponding segmentation masks for the objects of interest in their respective questions within the original VQA task.
+[Project Page](https://msiam.github.io/PixFoundationSeries/) | [Paper](https://huggingface.co/papers/2502.04192) | [GitHub](https://github.com/msiam/pixfoundation)
+
+The PixMMVP dataset augments the [MMVP](https://huggingface.co/datasets/MMVP/MMVP) benchmark with referring expressions and corresponding segmentation masks for the objects of interest in their respective questions within the original VQA task.
+
+The goal of this benchmark is to evaluate the pixel-level visual grounding and visual question answering capabilities of recent pixel-level MLLMs (e.g., OMG-Llava, Llava-G, GLAMM, and LISA).
 
 # Acknowledgements
-I acknowledge the use of MMVP dataset's images and questions/choices part of building this dataset, the original [MMVP](https://huggingface.co/MMVP).
+I acknowledge the use of MMVP dataset's images and questions/choices part of building this dataset, the original [MMVP](https://huggingface.co/datasets/MMVP/MMVP).
 
-# References
-Please city my work if you find the dataset useful
-```
+# Citation
+Please cite the following work if you find the dataset useful:
+```bibtex
 @article{siam2025pixfoundation,
   title={PixFoundation: Are We Heading in the Right Direction with Pixel-level Vision Foundation Models?},
   author={Siam, Mennatullah},
   journal={arXiv preprint arXiv:2502.04192},
   year={2025}
 }
-```
+```