Update README

README.md

@@ -23,7 +23,7 @@ Phi-3 Vision is a lightweight, state-of-the-art open multimodal model built upon
 
 Resources and Technical Documentation:
 
-+ [Phi-3 Microsoft Blog](https://aka.ms/phi3blog-april)
++ [Phi-3 Microsoft Blog](https://aka.ms/Phi-3Build2024)
 + [Phi-3 Technical Report](https://aka.ms/phi3-tech-report)
 + [Phi-3 on Azure AI Studio](https://aka.ms/phi3-azure-ai)
 
@@ -79,7 +79,7 @@ Phi-3-Vision-128K-Instruct is also available in [Azure AI Studio](https://aka.ms
 
 ### Chat Format
 
-Given the nature of the training data, the Phi-3-Vision-128K-Instruct model is best suited for prompts using the chat format as follows. 
+Given the nature of the training data, the Phi-3-Vision-128K-Instruct model is best suited for a single image input wih prompts using the chat format as follows. 
 You can provide the prompt as a single image with a generic template as follow:
 ```markdown
 <|user|>\n<|image_1|>\n{prompt}<|end|>\n<|assistant|>\n 
@@ -135,7 +135,7 @@ response = processor.batch_decode(generate_ids, skip_special_tokens=True, clean_
 print(response) 
 ```
 
-Additional basic examples are provided [here](https://huggingface.co/microsoft/Phi-3-vision-128k-instruct/resolve/main/sample_inference.py.py).
+Additional basic examples are provided [here](https://huggingface.co/microsoft/Phi-3-vision-128k-instruct/blob/main/sample_inference.py).
 
 
 ## Responsible AI Considerations