Update README.md

README.md

@@ -12,7 +12,8 @@ tags:
 - semantic_similarity
 ---
 # ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
-[Model](https://huggingface.co/tkhangg0910/viconbert-base)  $~$  [Paper](https://huggingface.co/tkhangg0910/viconbert-base)
+
+[Paper](https://huggingface.co/tkhangg0910/viconbert-base)
 
 This repository is official implementation of the paper: ViConBERT: Context-Gloss Aligned Vietnamese Word Embedding for Polysemous and Sense-Aware Representations
 
@@ -105,12 +106,24 @@ print(f"Similarity between 2: {target_2} and 3:{target_3}: {sim_2:.4f}")
 
 ### Embedding Space Visualization
 
+
 <p align="center">
-  <img src="[visualization/image_hono.png](https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_hono.png?raw=true)" width="300"/>
-  <img src="[visualization/image_poly.png](https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_poly.png?raw=true)" width="300"/>
-  <img src="[visualization/image_zeroshot.png](https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_zeroshot.png?raw=true)" width="300"/>
+  <span style="display:inline-block">
+    <img src="https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_hono.png?raw=true" width="250"/>
+    <br/><em>"Khoan"</em>
+  </span>
+  <span style="display:inline-block; margin: 0 10px;">
+    <img src="https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_poly.png?raw=true" width="250"/>
+    <br/><em>"chạy"</em>
+  </span>
+  <span style="display:inline-block">
+    <img src="https://github.com/tkhangg0910/ViConBERT/blob/main/visualization/image_zeroshot.png?raw=true" width="250"/>
+    <br/><em>Zero-shot</em>
+  </span>
 </p>
 
+
 <p align="center">
   <em>Contextual separation of "Khoan", "chạy", and zero-shot ability for unseen words</em>
 </p>
+