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README.md

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-## 🐛 Update: We have discovered a regression in the QwQ quant that may output extra strings such as "Edited Text" that was result of invalid calibration data auto-injected by our vortex pipeline. v2 of the quant is undergoing benchmark evaluations and will be released soon.
+<center> 
+  🐛 Update: We have discovered a regression in the QwQ Vortext v1 model that may output extra strings such as "Edited Text" that was result of invalid calibration data auto-injected by our vortex pipeline. <br>
+  Please use v2 of the model here: <a href="https://huggingface.co/ModelCloud/QwQ-32B-Preview-gptqmodel-4bit-vortex-v2
+</center>">https://huggingface.co/ModelCloud/QwQ-32B-Preview-gptqmodel-4bit-vortex-v2</a>
+  </center</>
+
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/641c13e7999935676ec7bc03/NV7rN-pih5sApVOZeDXSJ.png)
 
 This model has been quantized using [GPTQModel](https://github.com/ModelCloud/GPTQModel).