Update README.md

README.md

@@ -38,13 +38,13 @@ EleutherAIによるMesh Transformer JAXをコードベースとした、GPT-J-6B
 
 ## Instructions
 
-We recommend to use finetuneanon's transformer codebase for inferencing as split checkpoint loads up a lot faster than monolithic checkpoint supported by HuggingFace Transformers repository.
+We recommend to use finetuneanon's forked transformer codebase for inferencing as split checkpoint loads up a lot faster than monolithic checkpoint supported by HuggingFace Transformers repository.
 
 The tokenizer still uses 50256 as the <|endoftext|> substitute. Therefore 50256 should be excluded when inferencing.
 
 ## Datasets
 
-Lack of quality Japanese corpus is one of the major challenges when we trained the model. We aimed to compile well-formatted corpuses outside of Common Crawl.
+Lack of quality Japanese corpus was one of the major challenges when we trained the model. We aimed to compile well-formatted corpuses outside of Common Crawl.
 
 The dataset is normalized and sanitized against leading and trailing spaces, excessive CR/LF repetitions.