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@@ -16,5 +16,4 @@ Download our sparsity-aware inference engine and open source tools for GPU-class
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  * [SparseZoo](https://sparsezoo.neuralmagic.com/): Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
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- #### ✨NEW✨ DeepSparse LLMs
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- We are excited to announce our paper on Sparse Fine-tuning of LLMs, starting with MosaicML's MPT-7b. Check out the [paper](https://arxiv.org/abs/2310.06927), [models](https://sparsezoo.neuralmagic.com/?datasets=gsm8k&ungrouped=true), and [usage](https://research.neuralmagic.com/mpt-sparse-finetuning).
 
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  * [SparseZoo](https://sparsezoo.neuralmagic.com/): Neural network model repository for highly sparse and sparse-quantized models with matching sparsification recipes
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+ **✨NEW✨ DeepSparse LLMs**: We are excited to announce our paper on Sparse Fine-tuning of LLMs, starting with MosaicML's MPT-7b. Check out the [paper](https://arxiv.org/abs/2310.06927), [models](https://sparsezoo.neuralmagic.com/?datasets=gsm8k&ungrouped=true), and [usage](https://research.neuralmagic.com/mpt-sparse-finetuning).