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README.md

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-This is the official MatGPTQ checkpoint of `meta-llama/Llama-3.1-8B-Instruct`, produced as described in the [**"MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization"**](arxiv.org/abs/2602.03537) paper.
+This is the official MatGPTQ checkpoint of `meta-llama/Llama-3.1-8B-Instruct`, produced as described in the [**"MatGPTQ: Accurate and Efficient Post-Training Matryoshka Quantization"**](https://arxiv.org/abs/2602.03537) paper.
 
 This model can be run via vLLM. Checkout our integration at [IST-DASLab/MatGPTQ](https://github.com/IST-DASLab/MatGPTQ)