diff --git a/README.md b/README.md
index c171af4..6d6916f 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ tags:
 license: mit
 pipeline_tag: zero-shot-classification
 datasets: 
-- xlni
+- xnli
 metrics: 
 - accuracy
 ---
@@ -19,7 +19,7 @@ metrics:
 
 ## Model description
 
-Camembert-base model fine-tuned on french part of XLNI dataset. <br>
+Camembert-base model fine-tuned on french part of XNLI dataset. <br>
 One of the few Zero-Shot classification model working on french 🇫🇷
 
 ## Intended uses & limitations
@@ -46,7 +46,7 @@ classifier(sequence, candidate_labels, hypothesis_template=hypothesis_template)
 ```
 
 - As a premise/hypothesis checker : <br>
-The idea is here to compute a probability of the form \\( P(premise|hypothesis )\\)
+The idea is here to compute a probability of the form \\\\( P(premise|hypothesis )\\\\)
 
 ```python
 # load model and tokenizer