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@@ -19,9 +19,6 @@ This is the model card of a 🤗 transformers model that has been pushed on the
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  - **Model type:** Tokenizer for SUTRA Models. SUTRA Models are dual transformer based Multilingual LLMs
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  - **Language(s) (NLP):** 50+ Languages including English, Hindi, Gujarati, Bengali, Tamil, Korean, Arabic, Japanese, French, German etc.
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  - **License:** Proprietary
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-
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- ### Model Sources
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-
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  - **Paper:** [SUTRA: Scalable Multilingual Language Model Architecture](https://huggingface.co/papers/2405.06694)
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  - **Demo:** [SUTRA tokenizer comparison](https://huggingface.co/spaces/TWO/sutra-tokenizer-comparison)
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@@ -29,9 +26,11 @@ This is the model card of a 🤗 transformers model that has been pushed on the
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  **BibTeX:**
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- @misc{bendale2023sutra,
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- author = {Abhijit Bendale and Michael Sapienza and Steven Ripplinger and Simon Gibbs and Jaewon Lee and Pranav Mistry},
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- title = {SUTRA: Scalable Multilingual Language Model Architecture},
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- howpublished = {arXiv preprint arXiv:2405.06694},
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- year = {2024}
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- }
 
 
 
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  - **Model type:** Tokenizer for SUTRA Models. SUTRA Models are dual transformer based Multilingual LLMs
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  - **Language(s) (NLP):** 50+ Languages including English, Hindi, Gujarati, Bengali, Tamil, Korean, Arabic, Japanese, French, German etc.
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  - **License:** Proprietary
 
 
 
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  - **Paper:** [SUTRA: Scalable Multilingual Language Model Architecture](https://huggingface.co/papers/2405.06694)
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  - **Demo:** [SUTRA tokenizer comparison](https://huggingface.co/spaces/TWO/sutra-tokenizer-comparison)
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  **BibTeX:**
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+ ```
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+ @misc{bendale2023sutra,
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+ author = {Abhijit Bendale and Michael Sapienza and Steven Ripplinger and Simon Gibbs and Jaewon Lee and Pranav Mistry},
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+ title = {SUTRA: Scalable Multilingual Language Model Architecture},
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+ howpublished = {arXiv preprint arXiv:2405.06694},
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+ year = {2024}
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+ }
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+ ```