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README.md

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 # QuantLRM-R1-Qwen-32B-3-bit 
 
-3-bit quantized `DeepSeek-R1-Distill-Qwen-32B` based on [QuantLRM](https://www.arxiv.org/abs/2602.02581), a state-of-the-art quantization method of large reasoning models via fine-tuning signals
+3-bit quantized `DeepSeek-R1-Distill-Qwen-32B` based on [QuantLRM](https://www.arxiv.org/abs/2602.02581), a state-of-the-art quantization method of large reasoning models via fine-tuning signals.
 
 ## Model Details