Enhance dataset card: Add paper and project page links, update task category, and add paper citation

README.md

@@ -1,11 +1,12 @@
 ---
-pretty_name: GRAID NuImages Question-Answer Dataset
 language:
 - en
 license: cc-by-nc-4.0
 task_categories:
 - visual-question-answering
 - object-detection
+- image-text-to-text
+pretty_name: GRAID NuImages Question-Answer Dataset
 tags:
 - visual-reasoning
 - spatial-reasoning
@@ -61,6 +62,9 @@ configs:
 
 # GRAID NuImages Question-Answer Dataset
 
+This dataset is presented in the paper [GRAID: Enhancing Spatial Reasoning of VLMs Through High-Fidelity Data Generation](https://huggingface.co/papers/2510.22118).
+Project page: https://ke7.github.io/graid/
+
 ## Overview
 
 This dataset was generated using **GRAID** (**G**enerating **R**easoning questions from **A**nalysis of **I**mages via **D**iscriminative artificial intelligence), a framework for creating spatial reasoning datasets from object detection annotations.
@@ -188,6 +192,14 @@ This dataset is derived from the nuImages dataset. Please refer to the [nuImages
 If you use this dataset in your research, please cite both the original dataset and the GRAID framework:
 
 ```bibtex
+@article{graid_paper,
+    title={{GRAID}: Enhancing Spatial Reasoning of VLMs Through High-Fidelity Data Generation},
+    author={},
+    year={2025},
+    journal={arXiv preprint arXiv:2510.22118},
+    url={https://huggingface.co/papers/2510.22118}
+}
+
 @dataset{graid_nuimage,
     title={GRAID NuImages Question-Answer Dataset},
     author={GRAID Framework},
@@ -206,4 +218,4 @@ If you use this dataset in your research, please cite both the original dataset
 
 ## Contact
 
-For questions about this dataset or the GRAID framework, please open an issue in the repository.
+For questions about this dataset or the GRAID framework, please open an issue in the repository.