Update README.md

README.md

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-* Base Model: [Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf)
-* LoRA target: `q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj`
-* LoRA rank: 16
+
+## Punica
+
+Punica: Serving multiple LoRA finetuned LLMs at the cost of one
+
+Paper: <https://arxiv.org/abs/2310.18547>
 
 See <https://github.com/punica-ai/punica/tree/master/examples/finetune>
 
+## Model
+
+* Base Model: [Llama-2-7b-hf](https://huggingface.co/meta-llama/Llama-2-7b-hf)
+* LoRA target: `q_proj,k_proj,v_proj,o_proj,gate_proj,up_proj,down_proj`
+* LoRA rank: 16
 
 ### Training hyperparameters