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- <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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- should probably proofread and complete it, then remove this comment. -->
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-
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  # phi-2-universal-NER
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  This model is a fine-tuned version of [microsoft/phi-2](https://huggingface.co/microsoft/phi-2) on the Universal-NER/Pile-NER-type dataset.
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  ## Model description
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- More information needed
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  ## Intended uses & limitations
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- More information needed
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  ## Training and evaluation data
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- More information needed
 
 
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- ## Training procedure
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  ### Training hyperparameters
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  # phi-2-universal-NER
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  This model is a fine-tuned version of [microsoft/phi-2](https://huggingface.co/microsoft/phi-2) on the Universal-NER/Pile-NER-type dataset.
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  ## Model description
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+ This model shows power of small language model. We can finetune phi-2 on google colab free version. It's very simple and easy. I couldn't fine tuned whole model on free colab so used PEFT.
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  ## Intended uses & limitations
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+ This model is fine tuned from Phi-2 and used dataset is also just for research so this model also just can be used for research purpose.
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  ## Training and evaluation data
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+ I have used just 5 epochs in fine tuning.
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+ ## Training procedure notebook
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+ https://github.com/mit1280/fined-tuning/blob/main/phi_2_fine_tune_using_PEFT%2Binference.ipynb
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  ### Training hyperparameters
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