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--- |
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language: |
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- xal |
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- en |
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- ru |
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license: mit |
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tags: |
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- gpt3 |
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- transformers |
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- mgpt |
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--- |
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# 🌸 Kalmyk mGPT 1.3B |
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Language model for Kalmyk. Model has 1.3B parameters as you can guess from it's name. |
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Kalmyk belongs to Mongolic language family. It's a very rare language with approximately 0.2 million speakers. Here are some facts about it: |
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1. It is spoken by the Kalmyk people in Russia, predominantly in the Republic of Kalmykia. |
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2. Kalmykia is the only region in Europe where Buddhism is the most practiced religion. |
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3. Kalmyk has been influenced by the Russian language. |
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## Technical details |
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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. |
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We've found additional data for 23 languages most of which are considered as minor and decided to further tune the base model. **Kalmyk mGPT 1.3B** was trained for another 200 steps with batch_size=4 and context window of **2048** tokens on 1 A100. |
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Final perplexity for this model on validation is **13.97**. |
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_Chart of the training loss and perplexity:_ |
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![](https://i.imgur.com/wkPdvXP.png) |
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## Other mGPT-1.3B models |
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- [mGPT-1.3B-armenian](https://huggingface.co/ai-forever/mGPT-1.3B-armenian) |
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- [mGPT-1.3B-azerbaijan](https://huggingface.co/ai-forever/mGPT-1.3B-azerbaijan) |
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- [mGPT-1.3B-bashkir](https://huggingface.co/ai-forever/mGPT-1.3B-bashkir) |
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- [mGPT-1.3B-belorussian](https://huggingface.co/ai-forever/mGPT-1.3B-belorussian) |
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- [mGPT-1.3B-bulgarian](https://huggingface.co/ai-forever/mGPT-1.3B-bulgarian) |
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- [mGPT-1.3B-buryat](https://huggingface.co/ai-forever/mGPT-1.3B-buryat) |
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- [mGPT-1.3B-chuvash](https://huggingface.co/ai-forever/mGPT-1.3B-chuvash) |
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- [mGPT-1.3B-georgian](https://huggingface.co/ai-forever/mGPT-1.3B-georgian) |
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- [mGPT-1.3B-kazakh](https://huggingface.co/ai-forever/mGPT-1.3B-kazakh) |
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- [mGPT-1.3B-kirgiz](https://huggingface.co/ai-forever/mGPT-1.3B-kirgiz) |
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- [mGPT-1.3B-mari](https://huggingface.co/ai-forever/mGPT-1.3B-mari) |
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- [mGPT-1.3B-mongol](https://huggingface.co/ai-forever/mGPT-1.3B-mongol) |
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- [mGPT-1.3B-ossetian](https://huggingface.co/ai-forever/mGPT-1.3B-ossetian) |
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- [mGPT-1.3B-persian](https://huggingface.co/ai-forever/mGPT-1.3B-persian) |
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- [mGPT-1.3B-romanian](https://huggingface.co/ai-forever/mGPT-1.3B-romanian) |
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- [mGPT-1.3B-tajik](https://huggingface.co/ai-forever/mGPT-1.3B-tajik) |
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- [mGPT-1.3B-tatar](https://huggingface.co/ai-forever/mGPT-1.3B-tatar) |
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- [mGPT-1.3B-turkmen](https://huggingface.co/ai-forever/mGPT-1.3B-turkmen) |
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- [mGPT-1.3B-tuvan](https://huggingface.co/ai-forever/mGPT-1.3B-tuvan) |
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- [mGPT-1.3B-ukranian](https://huggingface.co/ai-forever/mGPT-1.3B-ukranian) |
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- [mGPT-1.3B-uzbek](https://huggingface.co/ai-forever/mGPT-1.3B-uzbek) |
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- [mGPT-1.3B-yakut](https://huggingface.co/ai-forever/mGPT-1.3B-yakut) |
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## Feedback |
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If you'll found a bug of have additional data to train model on your language — please, give us feedback. |
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Model will be improved over time. Stay tuned! |
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