[martin-dev] add links

demo/launch_gradio.py

@@ -556,11 +556,14 @@ def create_demo() -> gr.Blocks:
     """
     with gr.Blocks(title='VLM-Lens Visualizer') as demo:
         gr.Markdown("""
-        # VLM-Lens Demo
+        # VLM-Lens (EMNLP 2025 System Demonstration)
 
-        This VLM-Lens demo processes an instruction with up to two images through various Vision-Language Models (VLMs)
-        and visualizes the probability distribution of the first token in the response for each image.
+        ## [arXiv](https://arxiv.org/abs/2510.02292) | [GitHub](https://github.com/compling-wat/vlm-lens)
 
+        This beta version processes an instruction with up to two images through various VLMs,
+        computes cosine similarity between their embeddings at a specified layer,
+        and visualizes the probability distribution of the first token in the response for each image.
+                    
         **Instructions:**
         1. Select a VLM from the dropdown
         2. Select a layer from the available embedding layers