The app

app.py

@@ -39,7 +39,7 @@ def debias(gendered_word1,gendered_word2,occupation,model):
     print(similarity('man', 'nurse', original_wv, original_w2i))
 
     return abs(similarity(gendered_word1, occupation, wv_debiased, w2i_debiased)-similarity(gendered_word2, occupation, wv_debiased, w2i_debiased)), \
-        abs(similarity(gendered_word1, occupation, original_wv, original_w2i)-similarity(gendered_word2, occupation, original_wv, original_w2i)), ""
+        abs(similarity(gendered_word1, occupation, original_wv, original_w2i)-similarity(gendered_word2, occupation, original_wv, original_w2i)), "<h3>How the difference is measured?</h3> <p>abs(similarity(gendered_word1,occupation)-similarity(gendered_word2,occupation))</p>"
 
 
 
@@ -47,14 +47,14 @@ def debias(gendered_word1,gendered_word2,occupation,model):
 demo = gr.Interface(
         debias,
         inputs = [
-        gr.Textbox(placeholder="Gendered Word 1(Exp. Man)"),
-        gr.Textbox(placeholder="Gendered Word 2(Exp. Woman)"),
-        gr.Textbox(placeholder="Occupation(Exp. Nurse)"),
+        gr.Textbox(placeholder="Gendered Word 1(Exp. man)"),
+        gr.Textbox(placeholder="Gendered Word 2(Exp. woman)"),
+        gr.Textbox(placeholder="Occupation(Exp. nurse)"),
         gr.Radio(choices=['Glove-300d'],value='Glove-300d')
         ],
-        outputs = [gr.Textbox(label="Abs difference of similarity in the original model"),gr.Textbox(label="Abs difference of similarity in debiased version"), gr.Markdown(
-            value="")],
-            description = '<a href="https://arxiv.org/abs/2103.00453">Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP</a>'
+        outputs = [gr.Textbox(label="Absolute similarity differece in the debiased version"),gr.Textbox(label="Absolute similarity differece in the original version"), gr.Markdown(
+            value="<h3>How the difference is measured?</h3> <p>abs(similarity(gendered_word1,occupation)-similarity(gendered_word2,occupation))</p>")],
+            description = '<a href="https://aclanthology.org/2020.acl-main.484/">Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation</a>'
     )
 if __name__ == '__main__':
     demo.launch()