Update README.md

README.md

@@ -15,7 +15,7 @@ metrics:
 
 ### QuantizationAwareTraining
 
-This is an INT8  PyTorch model quantized by [intel/nlp-toolkit](https://github.com/intel/nlp-toolkit) using provider: [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
+This is an INT8  PyTorch model quantized with [Intel® Neural Compressor](https://github.com/intel/neural-compressor). 
 
 The original fp32 model comes from the fine-tuned model [Intel/bert-base-uncased-mrpc](https://huggingface.co/Intel/bert-base-uncased-mrpc).
 
@@ -33,7 +33,7 @@ The original fp32 model comes from the fine-tuned model [Intel/bert-base-uncased
 ### Load with nlp-toolkit:
 
 ```python
-from nlp_toolkit import OptimizedModel
+from neural_compressor.utils.load_huggingface import OptimizedModel
 int8_model = OptimizedModel.from_pretrained(
     'Intel/bert-base-uncased-mrpc-int8-qat',
 )