readme updated

README.md

@@ -1,4 +1,4 @@
-# FakeNewsRevealer
+# Fake News Revealer
 
 Official implementation of the "Fake News Revealer (FNR): A Similarity and Transformer-Based Approach to Detect 
 Multi-Modal Fake News in Social Media" paper [(ArXiv Link)](https://arxiv.org/pdf/2112.01131.pdf).
@@ -30,7 +30,7 @@ python main --data "DATA NAME" --batch "BATCH SIZE" --epoch "EPOCHS NUMBER"
 ### test
 In the test step, at first, make sure to have the requested 'checkpoint' file then run the following line:
 ```
-python main --data "DATA NAME" --just_test "REQESTED TRIAL NUMBER"
+python main --data "DATA NAME" --just_test "REQUESTED TRIAL NUMBER"
 ```
 
 ## Bibtex