Update README.md

README.md

@@ -21,14 +21,14 @@ This model was built with Qwen3-Coder-Next model by applying AMD-Quark for MXFP4
 
 # Model Quantization
 
-The model was quantized from Qwen/Qwen3-Coder-Next using [AMD-Quark](https://quark.docs.amd.com/latest/index.html). The weights and activations are quantized to MXFP4.
+The model was quantized from Qwen3-Coder-Next using [AMD-Quark](https://quark.docs.amd.com/latest/index.html). The weights and activations are quantized to MXFP4.
 
 **Quantization scripts:**
 
 Note that qwen3_next is not in the built-in model template list in Quark V0.11, it has to be registered before quantization.
 
 ```python
-from transformers import AutoModelForCausalLM, AutoTokenizer, AutoProcessor
+from transformers import AutoModelForCausalLM, AutoTokenizer
 from datasets import load_dataset
 from quark.torch import LLMTemplate, ModelQuantizer, export_safetensors
 from quark.contrib.llm_eval import ppl_eval