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@@ -64,3 +64,19 @@ We evaluated the data augmentation effect of our model on the Elementary Math an
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  | Qwen2-7B-Instruct | 71.40% | 28.85% |
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  | + Qwen2-1.5B-Instruct-Exp | 73.90% | 35.41% |
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  | + Qwen2-7B-Instruct-Exp | 72.53% | 32.92% |
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  | Qwen2-7B-Instruct | 71.40% | 28.85% |
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  | + Qwen2-1.5B-Instruct-Exp | 73.90% | 35.41% |
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  | + Qwen2-7B-Instruct-Exp | 72.53% | 32.92% |
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+
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+ ## 📜 Citation
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+
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+ If you find our work helpful, please cite it!
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+
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+ ```
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+ @misc{data-augmentation-family,
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+ title={Building a Family of Data Augmentation Models for Low-cost LLM Fine-tuning on the Cloud},
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+ author={Yuanhao Yue and Chengyu Wang and Jun Huang and Peng Wang},
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+ year={2024},
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+ eprint={2412.04871},
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+ archivePrefix={arXiv},
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+ primaryClass={cs.CL},
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+ url={https://arxiv.org/abs/2412.04871},
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+ }
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+ ```