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README.md

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 ## Introduction
 
-QwQ is the reasoning model of Qwen series. Compared with conventional instruction-tuned models QwQ which is capable of thinking and reasoning can achieve significantly enhanced performance in downstream tasks espeically hard problems. QwQ-32B is the medium-size reasoning model, which is capable of achieving competitive performance against state-of-the art reasoning models, e.g., DeepSeek-R1, o1-mini. 
+QwQ is the reasoning model of the Qwen series. Compared with conventional instruction-tuned models, QwQ, which is capable of thinking and reasoning, can achieve significantly enhanced performance in downstream tasks, especially hard problems. QwQ-32B is the medium-sized reasoning model, which is capable of achieving competitive performance against state-of-the-art reasoning models, e.g., DeepSeek-R1, o1-mini.
 
 **This repo contains the QwQ 32B model**, which has the following features:
 - Type: Causal Language Models