diff --git a/README.md b/README.md
index 73be1dd..86de17f 100644
--- a/README.md
+++ b/README.md
@@ -37,9 +37,9 @@ Train | Validation
 -|-
 17494 | 3250
 
-## How to use camembert-ner with HuggingFace
+## How to use roberta-large-ner-english with HuggingFace
 
-##### Load camembert-ner and its sub-word tokenizer :
+##### Load roberta-large-ner-english and its sub-word tokenizer :
 
 ```python
 from transformers import AutoTokenizer, AutoModelForTokenClassification
@@ -120,5 +120,5 @@ LOC|0.8727|0.6180|0.7236
 
 
 
-A short article on how I used the result of this model to train a LSTM model for signature detection in emails:
+For those who could be interested, here is a short article on how I used the results of this model to train a LSTM model for signature detection in emails:
 https://medium.com/@jean-baptiste.polle/lstm-model-for-email-signature-detection-8e990384fefa