Update README.md

README.md

@@ -2,7 +2,7 @@
 license: apache-2.0
 ---
 ## Lutech-AI/I-SPIn
-**I-SPIn** stands for **I**talian-**S**entence **P**air **In**ference.<br>
+**I**talian-**S**entence **P**air **In**ference, AKA **I-SPIn**.<br>
 This is a fine-tuned version of the model [paraphrase-multilingual-mpnet-base-v2](https://huggingface.co/sentence-transformers/paraphrase-multilingual-mpnet-base-v2).<br>
 Its main task is to perform the [Natural Language Inference (NLI)](https://nlp.stanford.edu/projects/snli/) task in the Italian language.
 
@@ -11,12 +11,14 @@ Its main task is to perform the [Natural Language Inference (NLI)](https://nlp.s
 2. Apply Knowledge Distillation on the output of (1.) with IT-EN translation dataset to retain NLI knowledge and improve Italian language comprehension.
 
 ## Usage #1 (HuggingFace Transformers)
-Some additional code is needed in order for the model to work, since it provides the capability to either retrieve embeddings or to retrieve labels.
+Some additional code is needed in order for the model to work, since it provides the capability to:
+1. retrieve embeddings;
+2. pass embeddings to a classifier to retrieve labels.
 
-You need to include a folder, preferably called **ISPIn** in your project, structured like the folder **ISPIn** in this repo.
+You need to include a folder, preferably called **ISPIn**, in your project, structured like the folder **ISPIn** in this repo.
 Files needed:
-1. \_\_init\_\_.py (empty file)
-2. ISPInConfig.py
+1. \_\_init\_\_.py (empty file);
+2. ISPInConfig.py;
 3. ISPIn.py
 
 Python code for ISPInConfig.py