Update app.py

app.py

@@ -126,9 +126,10 @@ st.markdown('<p class="big-font">Welcome to <font color="#4B8BBE">Leet</font><fo
 with st.expander("Project Description", expanded=False):
      st.write("""
          Developed in Applied Intelligence and Data Analysis ([AI+DA](http://aida.etsisi.upm.es/)) group at Polytech University of Madrid (UPM).
-         This tool uses a Spacy-Transformer Name Entity Recognition model to detect the presence of word camouflaged. Word camouflage is currently used to evade content moderation in Social Media. Therefore, the aim of this tool is to counter new ways of misinformation that emerge in social media platforms.
          
-         Currently, two languages are supported: English and Spanish. Additionally, you can select whether the detected entities are broken down into the three types of camouflaged words: Canonical Leetspeak, Punctuation Camouflaged, Inversion Camouflaged.
+         This tool uses a Spacy-Transformer Name Entity Recognition model to detect the presence of words camouflaged. Word camouflage is currently used to evade content moderation in Social Media. Therefore, the aim of this tool is to counter new ways of misinformation that emerge in social media platforms.
+         
+         Currently, two languages are supported: English and Spanish. Additionally, you can select whether the detected entities are broken down into the three types of camouflaged words: Canonical Leetspeak, Punctuation Camouflaged, Inversion Camouflaged. Finally, you can select between "accuracy" or "efficiency" performance. 
      """)  
         
 with st.expander("Try some of these examples", expanded=False):
@@ -143,6 +144,7 @@ with st.expander("Try some of these examples", expanded=False):
     SPANISH
     - _d+i%o"s mío!
     - se asocian con el m13;d0 y el d'o'lor. g£rønlmo solía decir
+    - La C0v!d es un 3ng@ño de los G0b!3rno$
     - Con las nuevas tecnologías digitales, los agrlcultør£s pueden manejar mejor el uso de sus tierras, su energía y su agua, y prepararse para el mal clima.
     - En el tiempo transcurrido entre mi período de escuela %s%3%c%_%n%d%a%r%1%a y el mo'm3n'to de empezar a enseñar vimos surgir el fenómeno de in't£r'net
     - Las pre0c_pac1on3s van desde inquietudes por las ramificaciones desestabilizadoras de una estrategia de salida de la FC, hasta aprehensión por pérdidas de capital en la rápidamente creciente cartera de valores de la Fed (actualmente de $3 billones y en camino a los $4 billones para finales de este año).
@@ -176,7 +178,7 @@ with st.form("my_form"):
     
 st.subheader("Output")
 with st.spinner('Wait for it...'):
-    doc = selected_model(text_input)
+    doc = selected_model(text_input.lower())
     tokens = process_text(doc, selected_multi_ner)
 
     annotated_text(*tokens)