Update README.md

README.md

@@ -24,51 +24,79 @@ base_model:
 ![image/png](https://cdn-uploads.huggingface.co/production/uploads/630cf55b15433862cfc9556f/YopKBUJoKPJVUXSgdl5mX.png)
 
 
-SEMANTIC TOKEN STATISTICS:
+# SEMANTIC TOKEN STATISTICS:
+
   Average similarity between tokens: 0.232
+  
   Std dev of similarities: 0.043
+  
   Max similarity: 0.368
+  
   Min similarity: 0.082
 
   Most similar token pairs:
+  
     <intent> ↔ <style>: 0.368
+    
     <hair_style> ↔ <hair_length>: 0.336
+    
     <grid> ↔ <fabric>: 0.316
+    
     <footwear> ↔ <jewelry>: 0.315
+    
     <grid> ↔ <offset>: 0.315
 
 
-SHUNT TOKEN STATISTICS:
+# SHUNT TOKEN STATISTICS:
+
   Average distance between shunts: 1.146
+  
   Std dev of distances: 0.040
+  
   Min distance: 1.056
+  
   Max distance: 1.262
 
 
-CATEGORY ANALYSIS:
+# CATEGORY ANALYSIS:
+
   Subject/Object:
+  
     Tokens: 5
+    
     Avg within-category similarity: 0.234
+    
   Appearance:
+  
     Tokens: 4
+    
     Avg within-category similarity: 0.260
+    
   Clothing:
+  
     Tokens: 5
+    
     Avg within-category similarity: 0.280
+    
   Material/Texture:
+  
     Tokens: 5
+    
     Avg within-category similarity: 0.251
+    
   Spatial/Style:
+  
     Tokens: 7
+    
     Avg within-category similarity: 0.270
 
 
-DIMENSIONALITY ANALYSIS:
+# DIMENSIONALITY ANALYSIS:
+
   Variance explained by first 10 PCs: 37.6%
+
   Components needed for 90% variance: 1
 
-============================================================
-  
 
 # Release - bert-beatrix-2048 v1