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---
language:
- bg
- en
- ru
license: mit
tags:
- gpt3
- transformers
- mgpt
---
# ๐ง๐ฌ Bulgarian mGPT 1.3B
Language model for Bulgarian. Model has 1.3B parameters as you can guess from it's name.
Bulgarian belongs to Indo-European language family. It's a very phonetic language with approximately 7 million speakers. Here are some facts about it:
1. Bulgarian has a definite article which is postfixed to the noun.
2. It is the official language of Bulgaria.
3. It was the first Slavic language attested in writing.
## Technical details
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.
We've found additional data for 23 languages most of which are considered as minor and decided to further tune the base model. **Bulgarian mGPT 1.3B** was trained for another 200 steps with batch_size=4 and context window of **2048** tokens on 1 A100.
Final perplexity for this model on validation is **15.2**.
_Chart of the training loss and perplexity:_
![](https://i.imgur.com/25IBYNG.png)
## Other mGPT-1.3B models
- [๐ฆ๐ฒ mGPT-1.3B Armenian](https://huggingface.co./ai-forever/mGPT-1.3B-armenian)
- [๐ฆ๐ฟ mGPT-1.3B Azerbaijan](https://huggingface.co./ai-forever/mGPT-1.3B-azerbaijan)
- [๐ฏ mGPT-1.3B Bashkir](https://huggingface.co./ai-forever/mGPT-1.3B-bashkir)
- [๐ง๐พ mGPT-1.3B Belorussian](https://huggingface.co./ai-forever/mGPT-1.3B-belorussian)
- [๐ mGPT-1.3B Buryat](https://huggingface.co./ai-forever/mGPT-1.3B-buryat)
- [๐ณ mGPT-1.3B Chuvash](https://huggingface.co./ai-forever/mGPT-1.3B-chuvash)
- [๐ฌ๐ช mGPT-1.3B Georgian](https://huggingface.co./ai-forever/mGPT-1.3B-georgian)
- [๐ธ mGPT-1.3B Kalmyk](https://huggingface.co./ai-forever/mGPT-1.3B-kalmyk)
- [๐ฐ๐ฟ mGPT-1.3B Kazakh](https://huggingface.co./ai-forever/mGPT-1.3B-kazakh)
- [๐ฐ๐ฌ mGPT-1.3B Kirgiz](https://huggingface.co./ai-forever/mGPT-1.3B-kirgiz)
- [๐ป mGPT-1.3B Mari](https://huggingface.co./ai-forever/mGPT-1.3B-mari)
- [๐ฒ๐ณ mGPT-1.3B Mongol](https://huggingface.co./ai-forever/mGPT-1.3B-mongol)
- [๐ mGPT-1.3B Ossetian](https://huggingface.co./ai-forever/mGPT-1.3B-ossetian)
- [๐ฎ๐ท mGPT-1.3B Persian](https://huggingface.co./ai-forever/mGPT-1.3B-persian)
- [๐ท๐ด mGPT-1.3B Romanian](https://huggingface.co./ai-forever/mGPT-1.3B-romanian)
- [๐น๐ฏ mGPT-1.3B Tajik](https://huggingface.co./ai-forever/mGPT-1.3B-tajik)
- [โ mGPT-1.3B Tatar](https://huggingface.co./ai-forever/mGPT-1.3B-tatar)
- [๐น๐ฒ mGPT-1.3B Turkmen](https://huggingface.co./ai-forever/mGPT-1.3B-turkmen)
- [๐ mGPT-1.3B Tuvan](https://huggingface.co./ai-forever/mGPT-1.3B-tuvan)
- [๐บ๐ฆ mGPT-1.3B Ukranian](https://huggingface.co./ai-forever/mGPT-1.3B-ukranian)
- [๐บ๐ฟ mGPT-1.3B Uzbek](https://huggingface.co./ai-forever/mGPT-1.3B-uzbek)
- [๐ mGPT-1.3B Yakut](https://huggingface.co./ai-forever/mGPT-1.3B-yakut)
## Feedback
If you'll found a bug of have additional data to train model on your language โ please, give us feedback.
Model will be improved over time. Stay tuned!
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