Update README.md

README.md

@@ -66,12 +66,13 @@ The entire corpus is composed of the following examples:
 (1) Brinkmann, S., & Kvale, S. (2015). InterViews: Learning the Craft of Qualitative Research Interviewing. (3. ed.) SAGE Publications.
 
 
-## Performances
+## Training and Performances
 
-{f1': 0.65,
- 'f1_micro': 0.64,
- 'f1_sample': 0.64,
- 'accuracy': 0.475}
+We finetune: "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2"
+using SetFit with CosineLossSimilarity and this parapeters: epochs = 5, batch_size=32, num_iterations = 20
+
+On our custom dataset, on test set, we get: 
+{f1': 0.65,  'f1_micro': 0.64,  'f1_sample': 0.64,  'accuracy': 0.475}
 
 
 ## BibTeX entry and citation info