Fix: correct typos and formatting issues in README

- Removed duplicate closing </a> tag in the introduction section.
- Fixed extra space in the link reference to VLMEvalKit.
- Cleaned up redundant hash symbols in code comments.
- Added missing periods at the end of sentences for consistency.

README.md

@@ -17,7 +17,6 @@
   <a href="https://www.deepseek.com/" target="_blank">
     <img alt="Homepage" src="images/badge.svg" />
   </a>
-  </a>
   <a href="https://huggingface.co/deepseek-ai" target="_blank">
     <img alt="Hugging Face" src="https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-DeepSeek%20AI-ffc107?color=ffc107&logoColor=white" />
   </a>
@@ -165,10 +164,10 @@ prepare_inputs = vl_chat_processor(
     conversations=conversation, images=pil_images, force_batchify=True
 ).to(vl_gpt.device)
 
-# # run image encoder to get the image embeddings
+# run image encoder to get the image embeddings
 inputs_embeds = vl_gpt.prepare_inputs_embeds(**prepare_inputs)
 
-# # run the model to get the response
+# run the model to get the response
 outputs = vl_gpt.language_model.generate(
     inputs_embeds=inputs_embeds,
     attention_mask=prepare_inputs.attention_mask,