Update README.md

README.md

@@ -9,6 +9,7 @@ language:
 
 > [!NOTE]
 > Dataset origin: https://zenodo.org/records/5034605
+ 
 
 # `MultiSubs`: A Large-scale Multimodal and Multilingual Dataset
 
@@ -27,35 +28,7 @@ We have supplemented some text fragments (visually salient nouns for now) of the
 
 Please refer to the paper below for a more detailed description of the dataset.
 
-
-## Citation
-
-I hope that you do something useful and impactful with this dataset to really move the field forward, and not just publish papers for the sake of it.
-
-Please cite the following paper if you use this dataset in your work:
-
-Josiah Wang, Pranava Madhyastha, Josiel Figueiredo, Chiraag Lala, Lucia Specia (2021). MultiSubs: A Large-scale Multimodal and Multilingual Dataset. CoRR, abs/2103.01910. Available at: https://arxiv.org/abs/2103.01910
-
-```bibtex
-@article{DBLP:journals/corr/abs-2103-01910,
-  author    = {Josiah Wang and
-               Pranava Madhyastha and
-               Josiel Figueiredo and
-               Chiraag Lala and
-               Lucia Specia},
-  title     = {MultiSubs: {A} Large-scale Multimodal and Multilingual Dataset},
-  journal   = {CoRR},
-  volume    = {abs/2103.01910},
-  year      = {2021},
-  url       = {https://arxiv.org/abs/2103.01910},
-  archivePrefix = {arXiv},
-  eprint    = {2103.01910},
-  timestamp = {Thu, 04 Mar 2021 17:00:40 +0100},
-  biburl    = {https://dblp.org/rec/journals/corr/abs-2103-01910.bib},
-  bibsource = {dblp computer science bibliography, https://dblp.org}
-}
-```
-
+⚠ The images are available to download as a separate zip file.
 
 ## Disclaimer
 
@@ -323,6 +296,31 @@ Number of instances:
 - `testSubset`: 3007
 
 
-### `images`
 
-The images are available to download as a separate zip file.
+## Citation
+
+I hope that you do something useful and impactful with this dataset to really move the field forward, and not just publish papers for the sake of it.
+
+Please cite the following paper if you use this dataset in your work:
+
+Josiah Wang, Pranava Madhyastha, Josiel Figueiredo, Chiraag Lala, Lucia Specia (2021). MultiSubs: A Large-scale Multimodal and Multilingual Dataset. CoRR, abs/2103.01910. Available at: https://arxiv.org/abs/2103.01910
+
+```bibtex
+@article{DBLP:journals/corr/abs-2103-01910,
+  author    = {Josiah Wang and
+               Pranava Madhyastha and
+               Josiel Figueiredo and
+               Chiraag Lala and
+               Lucia Specia},
+  title     = {MultiSubs: {A} Large-scale Multimodal and Multilingual Dataset},
+  journal   = {CoRR},
+  volume    = {abs/2103.01910},
+  year      = {2021},
+  url       = {https://arxiv.org/abs/2103.01910},
+  archivePrefix = {arXiv},
+  eprint    = {2103.01910},
+  timestamp = {Thu, 04 Mar 2021 17:00:40 +0100},
+  biburl    = {https://dblp.org/rec/journals/corr/abs-2103-01910.bib},
+  bibsource = {dblp computer science bibliography, https://dblp.org}
+}
+```