Update README.md (#1)

- Update README.md (38e37eda166a04fbb0508da9d2313ee25efe1ec3)


Co-authored-by: Vladislav Mikhailov <[email protected]>

README.md

@@ -9,6 +9,7 @@ tags:
 ---
 
 # RU-ELECTRA small model for Embeddings in 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).
 
 For better quality, use mean token embeddings.
 ## Usage (HuggingFace Models Repository)
@@ -40,4 +41,16 @@ sentence_embeddings = mean_pooling(model_output, encoded_input['attention_mask']
 
 # Authors
 + [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);
++ Aleksandr Abramov: [HF profile](https://huggingface.co/Andrilko), [Github](https://github.com/Ab1992ao), [Kaggle Competitions Master](https://www.kaggle.com/andrilko);
+
++ # 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}
+}
+```