app

app.py

@@ -27,9 +27,9 @@ with gr.Blocks() as app:
                     generate_long_btn = gr.Button("Generate Long Text")
             with gr.Group():     
                 with gr.Row():
-                    example_audio = gr.Audio(label="3. Click \"Generate Machine Pronunciation\"")
+                    example_audio = gr.Audio(label="3. (Optional) Click \"Generate AI Pronunciation\"")
                 with gr.Row():
-                    tts_btn = gr.Button("Generate Machine Pronunciation")
+                    tts_btn = gr.Button("Generate AI Pronunciation")
             with gr.Group():
                 with gr.Row():
                     user_audio = gr.Audio(
@@ -55,15 +55,15 @@ with gr.Blocks() as app:
                         placeholder="ASR transcription of user audio..."
                     )
             
-            # Group machine and user pronunciation
+            # Group AI and user pronunciation
             with gr.Group():
                 with gr.Row():
-                    machine_pronunciation_box = gr.Textbox(
-                        label="Machine Phonemes",
-                        placeholder="IPA representation of the machine pronunciation..."
+                    correct_phoneme_box = gr.Textbox(
+                        label="Correct Phonemes",
+                        placeholder="IPA representation of the Correct pronunciation..."
                     )
                 with gr.Row():
-                    user_pronunciation_box = gr.Textbox(
+                    user_phoneme_box = gr.Textbox(
                         label="User Phonemes",
                         placeholder="IPA representation of the user pronunciation..."
                     )
@@ -76,7 +76,7 @@ with gr.Blocks() as app:
                     )
                 with gr.Row():
                     match_box = gr.Markdown(
-                        label="Phonetic Match",
+                        label="Pronunciation Feedback",
                         value="Matching and mismatched characters visualized here..."
                     )
 
@@ -102,7 +102,7 @@ with gr.Blocks() as app:
     check_btn.click(
         asr.check_pronunciation,
         inputs=[input_text, script_choice, user_audio],
-        outputs=[transcript_ugArab_box, transcript_ugLatn_box, machine_pronunciation_box, user_pronunciation_box, match_box, score_box]
+        outputs=[transcript_ugArab_box, transcript_ugLatn_box, correct_phoneme_box, user_phoneme_box, match_box, score_box]
     )
 
 # Main

asr.py

@@ -48,9 +48,9 @@ def check_pronunciation(input_text, script, user_audio):
     transcript_ugArab_box = util.ug_latn_to_arab(transcript_ugLatn_box)
     
     # Get IPA and Pronunciation Feedback
-    machine_pronunciation, user_pronunciation, pronunciation_match, pronunciation_score = util.calculate_pronunciation_accuracy(
+    correct_phoneme, user_phoneme, pronunciation_match, pronunciation_score = util.calculate_pronunciation_accuracy(
         reference_text = input_text, 
         output_text = transcript_ugArab_box, 
         script=script)
     
-    return transcript_ugArab_box, transcript_ugLatn_box, machine_pronunciation, user_pronunciation, pronunciation_match, pronunciation_score
+    return transcript_ugArab_box, transcript_ugLatn_box, correct_phoneme, user_phoneme, pronunciation_match, pronunciation_score