Update README.md

README.md

@@ -88,7 +88,7 @@ configs:
     path: data/test-*
 ---
 
-# InpaintCOCO - Fine-grained multimodal concept understanding
+# InpaintCOCO - Fine-grained multimodal concept understanding (for color, size, and COCO objects)
 
 ## Table of Contents
 - [Table of Contents](#table-of-contents)
@@ -230,11 +230,13 @@ InpaintCOCO is based on MS COCO 2017 validation set ([image](http://images.cocod
 Our InpaintCOCO dataset:
 
 ```
-@inproceedings{Roesch2022Enhancing,
-   title={Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples},
-   url={},
-   author={Rösch, Philipp J. and Oswald, Nobert and Geierhos, Michaela and Libovický, Jindřich},
-   year={2023}
+@misc{roesch2024enhancing,
+      title={Enhancing Conceptual Understanding in Multimodal Contrastive Learning through Hard Negative Samples}, 
+      author={Philipp J. Rösch and Norbert Oswald and Michaela Geierhos and Jindřich Libovický},
+      year={2024},
+      eprint={2403.02875},
+      archivePrefix={arXiv},
+      primaryClass={cs.CV}
 }
 ```