Update README.md

README.md

@@ -20,7 +20,9 @@ size_categories:
 This is a dataset of handwritten texts images in Russian created by 200 writers with
 different handwriting and photographed in different environment.
 
-### How to download
+# Data Usage
+
+## How to download
 
 ```
 pip install huggingface_hub
@@ -28,7 +30,7 @@ apt-get install git-lfs
 git clone https://huggingface.co/datasets/AntiplagiatCompany/HWR200
 ```
 
-### Description
+## Description
 * Total size is 44G
 * Total number of images with text is 30030
 * Number of writers is 200
@@ -37,7 +39,7 @@ git clone https://huggingface.co/datasets/AntiplagiatCompany/HWR200
 * Some texts are "reuses" . they have copies of sentences from other texts
 
 
-### Annotation example
+## Annotation example
 ```
 // for original texts:
 {
@@ -70,4 +72,18 @@ git clone https://huggingface.co/datasets/AntiplagiatCompany/HWR200
     words_count: <word count>,
     full_text: <full text>
 }
+```
+
+# Citation
+
+If you use that results in your research, please cite our paper:
+
+```bibtex
+@article{Potyashin2023HWR200NO,
+  title={HWR200: New open access dataset of handwritten texts images in Russian},
+  author={Ivan Potyashin and Mariam Kaprielova and Yury Chekhovich and Alexandr Kildyakov and Temirlan Seil and Evgeny Finogeev and Andrey Grabovoy},
+  journal={COMPUTATIONAL LINGUISTICS AND INTELLECTUAL TECHNOLOGIES”},
+  year={2023},
+  url={https://api.semanticscholar.org/CorpusID:267505062}
+}
 ```