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README.md

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-# The goal of the model
+# Fine-tuned BLOOMZ medical
+The model is based on [BLOOMZ-3B](https://huggingface.co/bigscience/bloomz) a large language model trained by the BigScience team. <br>
+The full paper is available [here](https://arxiv.org/abs/2211.01786).<br>
+The model is a created using peft, transformers, and bitsandbytes.
+#The goal of the model
 Using a transcript of a patient visit with his/her general health care provider (GP) recommend where that patient should be referred to and extract the main keywords from the transcript.
 <br>
 For example, if a patient has allergy-related concerns, then GP needs to refer that patient to the allergy/immunology department or an immunology doctor available.
 <br><br>
 Extracted keywords are there to help the doctor in making the final decision of what to recommend to the patient.
-<br><br><br><br>
-The model is a BLOOMZ-based medical model created using peft, transformers, and bitsandbytes.
+<br><br>
 
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 **dataset for fine-tuning:**