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@@ -13,7 +13,7 @@ The encoder and decoder are connected by a small projector with ~60M parameters.
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  Though we only finetune the projector on English and Hindi data, the multilingual nature of our encoder makes `Shuka v1` perform well on zero-shot QA in other Indic languages as well. We have tested on the model on Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Oriya, Punjabi, Tamil, and Telugu.
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- You can get started by using huggingface pipeline, as follows:
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  ```
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  # install libraries
 
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  Though we only finetune the projector on English and Hindi data, the multilingual nature of our encoder makes `Shuka v1` perform well on zero-shot QA in other Indic languages as well. We have tested on the model on Bengali, English, Gujarati, Hindi, Kannada, Malayalam, Marathi, Oriya, Punjabi, Tamil, and Telugu.
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+ See what `Shuka v1` can do in this [demo video](https://www.youtube.com/watch?v=VgJhjCPbORs), and get started by using huggingface pipeline, as follows:
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  ```
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  # install libraries