mGPT-1.3B-tatar Open-Source Multilingual Generation Model - Free Deployment, Optimized for Tatar Language

Mgpt 1.3B Tatar

Developed by ai-forever

A 1.3 billion parameter multilingual generation model specifically optimized for Tatar language, deeply fine-tuned based on the mGPT-XL architecture

Large Language Model

Transformers

Supports Multiple LanguagesOpen Source License:MIT #Turkic language model #Minority language optimization #Multilingual generation

Downloads 25

Release Time : 8/10/2023

Model Overview

A multilingual large language model supporting Tatar text generation, suitable for content creation, language learning, and other scenarios

Model Features

Multilingual support

Native support for processing three languages: Tatar, English, and Russian

Cultural adaptation

Specially optimized for understanding cultural contexts in the Tatarstan region

Long-text processing

Supports long-text generation with a 2048-token context window

Model Capabilities

Tatar text generation

Multilingual translation

Contextual understanding

Culturally relevant text creation

Use Cases

Education

Tatar language learning assistant

Generates grammatically correct Tatar language learning materials

Helps learners master the grammatical structures of a language with 5.3 million speakers

Cultural preservation

Historical document generation

Generates historical texts in the style of the Golden Horde period

Promotes digital preservation of Tatar cultural heritage

🚀 Tatar mGPT 1.3B

Tatar mGPT 1.3B is a language model specifically designed for the Tatar language. As the name suggests, this model has 1.3 billion parameters. The Tatar language belongs to the Turkic language family, a sonorous language spoken by approximately 5.3 million people. Here are some key facts about it:

It is primarily spoken by the Tatars, mainly in the Republic of Tatarstan, Russia.
Historically, it has used both Arabic and Cyrillic scripts, and the Latin script is also becoming more popular.
The Tatars have a rich history, especially their association with the Golden Horde from the 13th to the 15th centuries.

🚀 Quick Start

The model is ready to be used for Tatar language - related tasks. You can start leveraging its capabilities right away.

✨ Features

Tatar Language Focus: Tailored specifically for the Tatar language, enabling high - quality language processing for Tatar text.
Derived from mGPT - XL: Built upon the foundation of the [mGPT - XL (1.3B)](https://huggingface.co/ai - forever/mGPT) model, which has been pre - trained on a diverse set of languages.

🔧 Technical Details

This model is one of the derivatives of the base [mGPT - XL (1.3B)](https://huggingface.co/ai - forever/mGPT) model. The base model was initially trained on 61 languages from 25 language families using Wikipedia and the C4 corpus.

We discovered additional data for 23 languages, most of which are considered minor languages. Then we decided to further fine - tune the base model. Tatar mGPT 1.3B was trained for an additional 5000 steps with a batch_size of 4 and a context window of 2048 tokens on 1 A100.

The final perplexity of this model on the validation set is 3.69.

Chart of the training loss and perplexity:

📚 Documentation

Other mGPT - 1.3B models

Here are some other mGPT - 1.3B models for different languages:

[🇦🇲 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 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 Uzbek](https://huggingface.co/ai - forever/mGPT - 1.3B - uzbek)
[💎 mGPT - 1.3B Yakut](https://huggingface.co/ai - forever/mGPT - 1.3B - yakut)

📄 License

This model is released under the MIT license.

💡 Usage Tip

If you find a bug or have additional data for training the model on your language, please provide us with feedback. The model will be continuously improved, so stay tuned!

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