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@@ -23,6 +23,9 @@ An exclusively Italian speaking, instruction finetuned, Large Language model.
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  The Loquace Italian LLM models family was created as a proof-of-concept to evaluate on how different model sizes can be fine-tuned using QLoRa on an instruct dataset
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  of a specific language.
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  ## Model Description
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  Loquace-12B is the first 12B italian Large Language Model trained using QLoRa on a large dataset of 102k question/answer pairs
 
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  The Loquace Italian LLM models family was created as a proof-of-concept to evaluate on how different model sizes can be fine-tuned using QLoRa on an instruct dataset
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  of a specific language.
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+ The QLoRa (https://github.com/artidoro/qlora) method of fine-tuning significantly lower the resources requirements compared to any other methods available,
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+ this allow to easily execute the process on significanly larger dataset while still using consumers GPUs and still achieve high accuracy.
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  ## Model Description
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  Loquace-12B is the first 12B italian Large Language Model trained using QLoRa on a large dataset of 102k question/answer pairs