Update README.md

README.md

@@ -40,15 +40,15 @@ model_name = "lv12/esci-ms-marco-MiniLM-L-12-v2"
 
 queries = [
     "adidas shoes",
-    "adidas sambas",
+    "adidas shoes",
     "girls sandals",
     "backpacks",
     "shoes", 
     "mustard sleeveless gown"
 ]
 documents =  [
-    '{"title": "Nike Air Max, with air cushion", "description": "The best shoes you can get", "brand": "Nike", "color": "black"}',
-    '{"title": "Adidas Ultraboost, the best boost you can get", "description": "The shoes that represent the world", "brand": "Adidas", "color": "white"}',
+    '{"title": "Nike Air Max", "description": "The best shoes you can get, with air cushion", "brand": "Nike", "color": "black"}',
+    '{"title": "Adidas Ultraboost", "description": "The shoes that represent the world", "brand": "Adidas", "color": "white"}',
     '{"title": "Womens sandals", "description": "Sandals:  wide width 9", "brand": "Chacos", "color": "blue"}',
     '{"title": "Girls surf backpack", "description": "The best backpack in town", "brand": "Roxy", "color": "pink"}',
     '{"title": "Fresh watermelon", "description": "The best fruit in town, all you can eat", "brand": "Fruitsellers Inc.", "color": "green"}',
@@ -78,17 +78,18 @@ from sentence_transformers import CrossEncoder
 
 model_name = "lv12/esci-ms-marco-MiniLM-L-12-v2"
 
+
 queries = [
     "adidas shoes",
-    "adidas sambas",
+    "adidas shoes",
     "girls sandals",
     "backpacks",
     "shoes", 
     "mustard sleeveless gown"
 ]
 documents =  [
-    '{"title": "Nike Air Max, with air cushion", "description": "The best shoes you can get", "brand": "Nike", "color": "black"}',
-    '{"title": "Adidas Ultraboost, the best boost you can get", "description": "The shoes that represent the world", "brand": "Adidas", "color": "white"}',
+    '{"title": "Nike Air Max", "description": "The best shoes you can get, with air cushion", "brand": "Nike", "color": "black"}',
+    '{"title": "Adidas Ultraboost", "description": "The shoes that represent the world", "brand": "Adidas", "color": "white"}',
     '{"title": "Womens sandals", "description": "Sandals:  wide width 9", "brand": "Chacos", "color": "blue"}',
     '{"title": "Girls surf backpack", "description": "The best backpack in town", "brand": "Roxy", "color": "pink"}',
     '{"title": "Fresh watermelon", "description": "The best fruit in town, all you can eat", "brand": "Fruitsellers Inc.", "color": "green"}',
@@ -100,7 +101,7 @@ print(scores)
 ```
 
 ```md
-[ 1.1324936   0.51267356  1.039221    1.5969192  -0.8867093   0.5035825 ]
+[ 1.057739   1.6751697  1.039221   1.5969192 -0.8867093  0.5035825 ]
 ```
 
 ## Training