Update README.md

README.md

@@ -7,9 +7,10 @@ tags:
 - Transformers
 ---
 
-# ruELECTRA large model (cased) for Embeddings in Russian language.
+# ruELECTRA large model (cased) for Embeddings in the Russian language.
+
+The model architecture design, pretraining, and evaluation are documented in our preprint: [**A Family of Pretrained Transformer Language Models for Russian**](https://arxiv.org/abs/2309.10931).
 
-About model family https://arxiv.org/abs/2003.10555
 
 ## Usage (HuggingFace Models Repository)
 
@@ -52,4 +53,16 @@ sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask']
 + [SaluteDevices](https://sberdevices.ru/) RnD Team.
 + Aleksandr Abramov: [HF profile](https://huggingface.co/Andrilko), [Github](https://github.com/Ab1992ao), [Kaggle Competitions Master](https://www.kaggle.com/andrilko);
 + Mark Baushenko: [HF profile](https://huggingface.co/e0xexrazy);
-+ Artem Snegirev: [HF profile](https://huggingface.co/artemsnegirev)
++ Artem Snegirev: [HF profile](https://huggingface.co/artemsnegirev)
+
+# Cite us
+```
+@misc{zmitrovich2023family,
+      title={A Family of Pretrained Transformer Language Models for Russian}, 
+      author={Dmitry Zmitrovich and Alexander Abramov and Andrey Kalmykov and Maria Tikhonova and Ekaterina Taktasheva and Danil Astafurov and Mark Baushenko and Artem Snegirev and Tatiana Shavrina and Sergey Markov and Vladislav Mikhailov and Alena Fenogenova},
+      year={2023},
+      eprint={2309.10931},
+      archivePrefix={arXiv},
+      primaryClass={cs.CL}
+}
+```