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README.md

@@ -19,18 +19,45 @@ Tuvan belongs to Turkic language family. It's a very evocative language with app
 2. It is famous for its throat singing or khoomei tradition.
 3. The Tuvan language has been influenced by Mongolic languages, reflecting the historical ties between the Tuvans and Mongols.
 
-## Dataset
+## Technical details
 
-TBD
+It's one of the models derived from the base [mGPT-XL (1.3B)](https://huggingface.co/ai-forever/mGPT) model (see the list below) which was originally trained on the 61 languages from 25 language families using Wikipedia and C4 corpus.
 
-## Technical details
+We've found additional data for 23 languages most of which are considered as minor and decided to further tune the base model. **Tuvan mGPT 1.3B** was trained for another 2000 steps with batch_size=4 and context window of **2048** tokens on 1 A100.
+
+Final perplexity for this model on validation is **40.84**.
+
+_Chart of the training loss and perplexity:_
+
+![](https://i.imgur.com/dxMpvAu.png)
 
-TBD
+## Other mGPT-1.3B models
 
-## Examples of usage
+- [mGPT-1.3B-armenian](https://huggingface.co/ai-forever/mGPT-1.3B-armenian)
+- [mGPT-1.3B-azerbaijan](https://huggingface.co/ai-forever/mGPT-1.3B-azerbaijan)
+- [mGPT-1.3B-bashkir](https://huggingface.co/ai-forever/mGPT-1.3B-bashkir)
+- [mGPT-1.3B-belorussian](https://huggingface.co/ai-forever/mGPT-1.3B-belorussian)
+- [mGPT-1.3B-bulgarian](https://huggingface.co/ai-forever/mGPT-1.3B-bulgarian)
+- [mGPT-1.3B-buryat](https://huggingface.co/ai-forever/mGPT-1.3B-buryat)
+- [mGPT-1.3B-chuvash](https://huggingface.co/ai-forever/mGPT-1.3B-chuvash)
+- [mGPT-1.3B-georgian](https://huggingface.co/ai-forever/mGPT-1.3B-georgian)
+- [mGPT-1.3B-kalmyk](https://huggingface.co/ai-forever/mGPT-1.3B-kalmyk)
+- [mGPT-1.3B-kazakh](https://huggingface.co/ai-forever/mGPT-1.3B-kazakh)
+- [mGPT-1.3B-kirgiz](https://huggingface.co/ai-forever/mGPT-1.3B-kirgiz)
+- [mGPT-1.3B-mari](https://huggingface.co/ai-forever/mGPT-1.3B-mari)
+- [mGPT-1.3B-mongol](https://huggingface.co/ai-forever/mGPT-1.3B-mongol)
+- [mGPT-1.3B-ossetian](https://huggingface.co/ai-forever/mGPT-1.3B-ossetian)
+- [mGPT-1.3B-persian](https://huggingface.co/ai-forever/mGPT-1.3B-persian)
+- [mGPT-1.3B-romanian](https://huggingface.co/ai-forever/mGPT-1.3B-romanian)
+- [mGPT-1.3B-tajik](https://huggingface.co/ai-forever/mGPT-1.3B-tajik)
+- [mGPT-1.3B-tatar](https://huggingface.co/ai-forever/mGPT-1.3B-tatar)
+- [mGPT-1.3B-turkmen](https://huggingface.co/ai-forever/mGPT-1.3B-turkmen)
+- [mGPT-1.3B-ukranian](https://huggingface.co/ai-forever/mGPT-1.3B-ukranian)
+- [mGPT-1.3B-uzbek](https://huggingface.co/ai-forever/mGPT-1.3B-uzbek)
+- [mGPT-1.3B-yakut](https://huggingface.co/ai-forever/mGPT-1.3B-yakut)
 
-Try different generation strategies to reach better results.
+## Feedback
 
-TBD
+If you'll found a bug of have additional data to train model on your language — please, give us feedback.
 
 Model will be improved over time. Stay tuned!