Update README.md

README.md

@@ -15,11 +15,11 @@ so this is very useful for practical topics.
 (all other Japanese 7B LLM  cannot be used easily for embedding purposes due high inference cost).
 
 
-This version has been lightly fine tuned on triplet dataset and triplet loss
-and quantized into 4bit GGUF format:
+This version has been lightly fine tuned on Japanese triplet dataset 
+and with triplet loss and quantized into 4bit GGUF format:
 
 
-Sample
+Sample using llama-cpp
 
 
 ```
@@ -41,8 +41,10 @@ Sample
   se.encode(['こんにちは、ケビンです。よろしくおねがいします'])[0]
 ```
 
-Access is public for research and discussion purpose.
-To access it, please contact : kevin noel at uzabase.com
+Access is public for research discussion purpose.
+
+To access to the weight, 
+please contact : kevin.noel @ uzabase.com