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README.md

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 # mpt-7b-gsm8k-pruned60
 
-**Paper**: [https://arxiv.org/pdf/xxxxxxx.pdf](https://arxiv.org/pdf/xxxxxxx.pdf)  
+**Paper**: [Sparse Finetuning for Inference Acceleration of Large Language Models](https://arxiv.org/abs/2310.06927)  
 **Code**: https://github.com/neuralmagic/deepsparse/tree/main/research/mpt 
 
 This model was produced from a [MPT-7B base model](https://huggingface.co/neuralmagic/mpt-7b-gsm8k-pt) finetuned on the GSM8k dataset for 2 epochs, pruned to 60% with [SparseGPT](https://arxiv.org/abs/2301.00774) and retrained for 2 epochs with L2 distillation.