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README.md

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 ## Model Details
 
-Protein-Phi-3-mini is a specialized version of the Phi-3-mini-4k-instruct large language model, fine-tuned for the task of protein language modeling. 
+Protein-Phi-3-mini is a specialized version of the Phi-3-mini-4k-instruct large language model, fine-tuned for the task of protein language modeling.
 This model has been continually pre-trained using LoRA technique on extensive datasets of protein sequences, enabling it to generate novel protein sequences based on natural language prompts. 
 It supports both uncontrollable and controllable protein generation, allowing users to specify desired characteristics for the proteins. 
 The model is designed to facilitate advancements in protein engineering, making it a valuable tool for drug development, chemical synthesis, and other biotechnological applications.
+For full details please read [our paper](https://arxiv.org/abs/2411.05966).
 
 ### Model Description