Update README.md

README.md

@@ -63,8 +63,8 @@ document = "The quick brown fox jumps over the lazy dog."
 query_instruction = ""
 doc_instruction = ""
 
-query_emb = model.encode(query, instruction=query_instruction)
-doc_emb = model.encode(document, instruction=doc_instruction)
+query_emb = model.encode(query, prompt=query_instruction)
+doc_emb = model.encode(document, prompt=doc_instruction)
 
 sim = model.similarity(query_emb, doc_emb)
 ```
@@ -72,7 +72,7 @@ sim = model.similarity(query_emb, doc_emb)
 It is important to also include `trust_remote_code=True` and `torch_dtype="auto"` as discussed earlier. 
 
 > [!NOTE] 
-> There are some very slight floating point discrepancy when using the model via SentenceTransformer caused by how the models are cast to the `bfloat16` dtype, though it should not affect the results in general.
+> There are some very slight floating point discrepancies when using the model via SentenceTransformer caused by how the models are cast to the `bfloat16` dtype, though it should not affect the results in general.
 
 ## Citation
 ```