diff --git a/examples/deprecated/pytorch/nlp/huggingface_models/text-to-image/inference/README.md b/examples/deprecated/pytorch/nlp/huggingface_models/text-to-image/inference/README.md
index cde82e0ef1f..45e69ca1868 100644
--- a/examples/deprecated/pytorch/nlp/huggingface_models/text-to-image/inference/README.md
+++ b/examples/deprecated/pytorch/nlp/huggingface_models/text-to-image/inference/README.md
@@ -9,7 +9,7 @@ The script ```run_sd.py``` is based on [runwayml/stable-diffusion-v1-5](https://
 ```
 conda install mkl mkl-include -y
 conda install jemalloc gperftools -c conda-forge -y
-pip install torch==1.13.1 --extra-index-url https://download.pytorch.org/whl/cpu
+pip install torch==1.13.1 --index-url https://download.pytorch.org/whl/cpu
 pip install intel_extension_for_pytorch==1.13.0
 pip install -r requirements.txt
 ```
diff --git a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/README.md b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/README.md
index e0d8e3a8312..6864ebb9b7c 100644
--- a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/README.md
+++ b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/README.md
@@ -10,7 +10,7 @@ python version requests equal or higher than 3.9 due to [text evaluation library
 
 ```bash
 pip install oneccl_bind_pt==2.4.0 --index-url https://pytorch-extension.intel.com/release-whl/stable/cpu/us/
-pip install -r requirements_cpu_woq.txt
+pip install -r requirements_cpu_woq.txt --extra-index-url https://download.pytorch.org/whl/cpu
 ```
 
 
@@ -119,19 +119,14 @@ Pytorch and Intel-extension-for-pytorch version for intel GPU > 2.1 are required
 ```bash
 pip install -r requirements_GPU.txt
 pip install transformers==4.38.1 # llama use 4.38.1
-git clone https://github.com/intel/intel-extension-for-pytorch.git ipex-gpu
-cd ipex-gpu
-git submodule update --init --recursive
-export USE_AOT_DEVLIST='pvc,ats-m150'
-export BUILD_WITH_CPU=OFF
+pip install oneccl_bind_pt==2.3.100+xpu --index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/
+pip install torch==2.3.1+cxx11.abi intel-extension-for-pytorch==2.3.110+xpu --extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/
 
 export LD_LIBRARY_PATH=${CONDA_PREFIX}/lib/:$LD_LIBRARY_PATH
 export OCL_ICD_VENDORS=/etc/OpenCL/vendors
 export CCL_ROOT=${CONDA_PREFIX}
 source /opt/intel/oneapi/setvars.sh --force
 export LLM_ACC_TEST=1
-
-python setup.py install
 ```
 
 ## Run
diff --git a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_GPU.txt b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_GPU.txt
index 5cfe114895d..a59a55b13cd 100644
--- a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_GPU.txt
+++ b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_GPU.txt
@@ -4,8 +4,6 @@ diffusers
 peft
 protobuf
 sentencepiece != 0.1.92
---extra-index-url https://pytorch-extension.intel.com/release-whl/stable/xpu/us/
-torch==2.3.110
 transformers
 bitsandbytes  #baichuan
 transformers_stream_generator
diff --git a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_cpu_woq.txt b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_cpu_woq.txt
index be40cd8d967..dc2602a020c 100644
--- a/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_cpu_woq.txt
+++ b/examples/pytorch/nlp/huggingface_models/language-modeling/quantization/transformers/weight_only/text-generation/requirements_cpu_woq.txt
@@ -3,8 +3,7 @@ datasets >= 2.0
 peft
 protobuf
 sentencepiece != 0.1.92
---extra-index-url https://download.pytorch.org/whl/cpu
-torch==2.4.0+cpu
+torch==2.4.0
 transformers
 bitsandbytes  #baichuan
 transformers_stream_generator
@@ -15,5 +14,4 @@ lm-eval>=0.4.2
 huggingface_hub
 numba
 tbb
---extra-index-url https://pytorch-extension.intel.com/release-whl/stable/cpu/us/
 intel-extension-for-pytorch==2.4.0