Update README.md

README.md

@@ -73,9 +73,9 @@ This dataset includes high-quality images (over 11 Mpix) and consists of three s
 - **Isle-Dots**
 
 The subsets **Isle-Bricks v1** and **Isle-Dots** come from the study *Seeing Through Their Eyes: Evaluating Visual Perspective Taking in Vision Language Models*,
-and were created test Vision Language Models (VLMs).
+and were created to test Vision Language Models (VLMs).
 
-**Isle-Bricks v2** provides additional images of Lego minifigures from two viewpoints *(See Figure 1)*:
+**Isle-Bricks v2** comes from the study: *Beyond Recognition: Evaluating Visual Perspective Taking in Vision Language Models* and provides additional images of Lego minifigures from two viewpoints *(See Figure 1)*:
 
 - **surface-level** view
 - **bird’s eye** view
@@ -109,7 +109,7 @@ The Isle-Bricks v2 subset includes seven questions (Q1–Q7) to test visual pers
 ## Dataset Sources
 
 - **Repository:** [GitHub](https://github.com/GracjanGoral/ISLE)
-- **Paper:** [arXiv](https://arxiv.org/abs/2409.12969)
+- **Papers:** [Isle-Brick-V1, Isle-Dots](https://arxiv.org/abs/2409.12969), [Isle-Brick-V2](https://arxiv.org/abs/2505.03821)
 
 ## Annotation Process
 
@@ -119,6 +119,16 @@ The Isle-Bricks v2 subset includes seven questions (Q1–Q7) to test visual pers
 ## Citation
 
 ```bibtex
+@misc{góral2025recognitionevaluatingvisualperspective,
+      title={Beyond Recognition: Evaluating Visual Perspective Taking in Vision Language Models}, 
+      author={Gracjan Góral and Alicja Ziarko and Piotr Miłoś and Michał Nauman and Maciej Wołczyk and Michał Kosiński},
+      year={2025},
+      eprint={2505.03821},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV},
+      url={https://arxiv.org/abs/2505.03821}, 
+}
+
 @misc{góral2024seeingeyesevaluatingvisual,
       title={Seeing Through Their Eyes: Evaluating Visual Perspective Taking in Vision Language Models}, 
       author={Gracjan Góral and Alicja Ziarko and Michal Nauman and Maciej Wołczyk},
@@ -130,5 +140,7 @@ The Isle-Bricks v2 subset includes seven questions (Q1–Q7) to test visual pers
 }
 ```
 ```bibtex
+Góral, G., Ziarko, A., Miłoś, P., Nauman, M., Wołczyk, M., & Kosiński, M. (2025). Beyond recognition: Evaluating visual perspective taking in vision language models. arXiv. https://arxiv.org/abs/2505.03821
+
 Góral, G., Ziarko, A., Nauman, M., & Wołczyk, M. (2024). Seeing through their eyes: Evaluating visual perspective taking in vision language models. arXiv. https://arxiv.org/abs/2409.12969
 ```