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README.md

@@ -19,18 +19,45 @@ Uzbek belongs to Turkic language family. It's a very rhythmic language with appr
 2. It transitioned from the Cyrillic script to the Latin script after Uzbekistans independence, but the Cyrillic script is still in use among older generations.
 3. Historically, it was influenced by Persian and Arabic due to trade and Islamic scholarly traditions.
 
-## 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. **Uzbek mGPT 1.3B** was trained for another 50000 steps with batch_size=4 and context window of **2048** tokens on 1 A100.
+
+Final perplexity for this model on validation is **6.84**.
+
+_Chart of the training loss and perplexity:_
+
+![](https://i.imgur.com/D7Mv3O8.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-tuvan](https://huggingface.co/ai-forever/mGPT-1.3B-tuvan)
+- [mGPT-1.3B-ukranian](https://huggingface.co/ai-forever/mGPT-1.3B-ukranian)
+- [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!