Update README.md

README.md

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----
-license: apache-2.0
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+---
+license: apache-2.0
+---
+
+see our paper in: [https://arxiv.org/abs/2310.05506](https://arxiv.org/abs/2310.05506)
+## Model Details
+MuggleMATH is fully fine-tuned on the AugGSM8K and AugMATH datasets and based on the LLaMA-2 Models. 
+## **Model Usage**
+prompting template:
+'''
+"Below is an instruction that describes a task. " "Write a response that appropriately completes the request.\n\n" "### Instruction:\n{instruction}\n\n### Response:"
+'''
+We recommend using vllm to accelerate inference.
+## Experiment
+|  | GSM8K | MATH |
+| --- | --- | --- |
+| MuggleMATH-7B | 69.8 | 25.8 |
+| MuggleMATH-13B | 74.3 | 30.7 |
+| MuggleMATH-70B | 82.5 | 42.1 |
+
+## **Citation**
+@misc{li2023query,
+      title={Query and Response Augmentation Cannot Help Out-of-domain Math Reasoning Generalization}, 
+      author={Chengpeng Li and Zheng Yuan and Hongyi Yuan and Guanting Dong and Keming Lu and Jiancan Wu and Chuanqi Tan and Xiang Wang and Chang Zhou},
+      journal={arXiv preprint arXiv: 2310.05506},
+year={2023}
+}