Update README.md (#574)

Signed-off-by: Jogesh Soni <114826902+sonijogesh@users.noreply.github.com>

README.md

@@ -36,9 +36,9 @@ Intel® Extension for Transformers is an innovative toolkit to accelerate Transf
 
 *  Optimized Transformer-based model packages such as [Stable Diffusion](examples/huggingface/pytorch/text-to-image/deployment/stable_diffusion), [GPT-J-6B](examples/huggingface/pytorch/text-generation/deployment), [GPT-NEOX](examples/huggingface/pytorch/language-modeling/quantization#2-validated-model-list), [BLOOM-176B](examples/huggingface/pytorch/language-modeling/inference#BLOOM-176B), [T5](examples/huggingface/pytorch/summarization/quantization#2-validated-model-list), [Flan-T5](examples/huggingface/pytorch/summarization/quantization#2-validated-model-list), and end-to-end workflows such as [SetFit-based text classification](docs/tutorials/pytorch/text-classification/SetFit_model_compression_AGNews.ipynb) and [document level sentiment analysis (DLSA)](workflows/dlsa) 
 
-*  [NeuralChat](intel_extension_for_transformers/neural_chat), a customizable chatbot framework to create your own chatbot within minutes by leveraging a rich set of plugins [Knowledge Retrieval](./intel_extension_for_transformers/neural_chat/pipeline/plugins/retrieval/README.md), [Speech Interaction](./intel_extension_for_transformers/neural_chat/pipeline/plugins/audio/README.md), [Query Caching](./intel_extension_for_transformers/neural_chat/pipeline/plugins/caching/README.md), [Security Guardrail](./intel_extension_for_transformers/neural_chat/pipeline/plugins/security/README.md).
+*  [NeuralChat](intel_extension_for_transformers/neural_chat), a customizable chatbot framework to create your own chatbot within minutes by leveraging a rich set of plugins [Knowledge Retrieval](./intel_extension_for_transformers/neural_chat/pipeline/plugins/retrieval/README.md), [Speech Interaction](./intel_extension_for_transformers/neural_chat/pipeline/plugins/audio/README.md), [Query Caching](./intel_extension_for_transformers/neural_chat/pipeline/plugins/caching/README.md), and [Security Guardrail](./intel_extension_for_transformers/neural_chat/pipeline/plugins/security/README.md).
 
-*  [Inference](intel_extension_for_transformers/llm/runtime/graph) of Large Language Model (LLM) in pure C/C++ with weight-only quantization kernels, supporting [GPT-NEOX](intel_extension_for_transformers/llm/runtime/graph/models/gptneox), [LLAMA](intel_extension_for_transformers/llm/runtime/graph/models/llama), [MPT](intel_extension_for_transformers/llm/runtime/graph/models/mpt), [FALCON](intel_extension_for_transformers/llm/runtime/graph/models/falcon), [BLOOM-7B](intel_extension_for_transformers/llm/runtime/graph/models/bloom), [OPT](intel_extension_for_transformers/llm/runtime/graph/models/opt), [ChatGLM2-6B](intel_extension_for_transformers/llm/runtime/graph/models/chatglm), [GPT-J-6B](intel_extension_for_transformers/llm/runtime/graph/models/gptj) and [Dolly-v2-3B](intel_extension_for_transformers/llm/runtime/graph/models/gptneox)
+*  [Inference](intel_extension_for_transformers/llm/runtime/graph) of Large Language Model (LLM) in pure C/C++ with weight-only quantization kernels, supporting [GPT-NEOX](intel_extension_for_transformers/llm/runtime/graph/models/gptneox), [LLAMA](intel_extension_for_transformers/llm/runtime/graph/models/llama), [MPT](intel_extension_for_transformers/llm/runtime/graph/models/mpt), [FALCON](intel_extension_for_transformers/llm/runtime/graph/models/falcon), [BLOOM-7B](intel_extension_for_transformers/llm/runtime/graph/models/bloom), [OPT](intel_extension_for_transformers/llm/runtime/graph/models/opt), [ChatGLM2-6B](intel_extension_for_transformers/llm/runtime/graph/models/chatglm), [GPT-J-6B](intel_extension_for_transformers/llm/runtime/graph/models/gptj), and [Dolly-v2-3B](intel_extension_for_transformers/llm/runtime/graph/models/gptneox)
 
 
 ## 🌱Getting Started