Create README.md

README.md

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+  <img src="https://github.com/UBC-NLP/turjuman/raw/master/images/turjuman.png" alt="AraT5" width="50%" height="50%" align="right"/>
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+<img src="./images/turjuman.png" alt="AraT5" width="55%" height="55%" align="right"/>
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+Turjuman is a neural machine translation toolkit. It translates from 20 languages into Modern Standard Arabic (MSA). Turjuman is described in this paper: 
+[**TURJUMAN: A Public Toolkit for Neural Arabic Machine Translation**](https://arxiv.org/abs/2206.03933).
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+Turjuman exploits our [AraT5 model](https://github.com/UBC-NLP/araT5). This endows Turjuman with a powerful ability to decode into Arabic. The toolkit offers the possibility of employing a number of diverse decoding methods, making it suited for acquiring paraphrases for the MSA translations as an added value.
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+**Github**: [https://github.com/UBC-NLP/turjuman](https://github.com/UBC-NLP/turjuman)
+**Demo**: [https://demos.dlnlp.ai/turjuman](https://demos.dlnlp.ai/turjuman)
+**Paper**: [https://arxiv.org/abs/2206.03933](https://arxiv.org/abs/2206.03933)