Update app.py

app.py

@@ -185,7 +185,6 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
                 paraphrased_bias_output = gr.Textbox(label="Paraphrased Bias Score", placeholder="Bias score will appear here...")
                 semantic_similarity_output = gr.Textbox(label="Semantic Similarity", placeholder="Semantic similarity score will appear here...")
                 empathy_score_output = gr.Textbox(label="Empathy Score", placeholder="Empathy score will appear here...")
-                bleu_score_output = gr.Textbox(label="BLEU Score", placeholder="BLEU score will appear here...")
                 rouge_scores_output = gr.Textbox(label="ROUGE Scores", placeholder="ROUGE scores will appear here...")
 
     with gr.Row():
@@ -210,7 +209,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             prediction, confidence, color, toxicity_score, bias_score,
             paraphrased_comment, paraphrased_prediction, paraphrased_confidence,
             paraphrased_color, paraphrased_toxicity_score, paraphrased_bias_score,
-            semantic_similarity, empathy_score, bleu_score, rouge_scores
+            semantic_similarity, empathy_score, rouge_scores
         ) = classify_toxic_comment(comment)
         
         history.append({
@@ -226,7 +225,6 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             "paraphrased_bias_score": paraphrased_bias_score,
             "semantic_similarity": semantic_similarity,
             "empathy_score": empathy_score,
-            "bleu_score": bleu_score,
             "rouge_scores": rouge_scores
         })
         
@@ -247,7 +245,6 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
         )
         semantic_similarity_display = f"{semantic_similarity} (Scale: 0 to 1, higher is better)" if semantic_similarity is not None else "N/A"
         empathy_score_display = f"{empathy_score} (Scale: 0 to 1, higher indicates more empathy)" if empathy_score is not None else "N/A"
-        bleu_score_display = f"{bleu_score} (Scale: 0 to 1, higher is better)" if bleu_score is not None else "N/A"
         rouge_scores_display = (
             f"ROUGE-1: {rouge_scores['rouge1']}, ROUGE-2: {rouge_scores['rouge2']}, ROUGE-L: {rouge_scores['rougeL']}"
             if rouge_scores else "N/A"
@@ -261,7 +258,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             toxicity_display, bias_display,
             paraphrased_comment_display, paraphrased_prediction_display, paraphrased_confidence_display,
             paraphrased_toxicity_display, paraphrased_bias_display, paraphrased_label_html,
-            semantic_similarity_display, empathy_score_display, bleu_score_display, rouge_scores_display
+            semantic_similarity_display, empathy_score_display, rouge_scores_display
         )
 
     def handle_feedback(feedback, comment):
@@ -282,7 +279,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             toxicity_output, bias_output,
             paraphrased_comment_output, paraphrased_prediction_output, paraphrased_confidence_output,
             paraphrased_toxicity_output, paraphrased_bias_output, paraphrased_label_display,
-            semantic_similarity_output, empathy_score_output, bleu_score_output, rouge_scores_output
+            semantic_similarity_output, empathy_score_output, rouge_scores_output
         ]
     ).then(
         fn=handle_classification,
@@ -292,7 +289,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             toxicity_output, bias_output,
             paraphrased_comment_output, paraphrased_prediction_output, paraphrased_confidence_output,
             paraphrased_toxicity_output, paraphrased_bias_output, paraphrased_label_display,
-            semantic_similarity_output, empathy_score_output, bleu_score_output, rouge_scores_output
+            semantic_similarity_output, empathy_score_output, rouge_scores_output
         ]
     ).then(
         fn=lambda prediction, confidence, html: html,
@@ -317,7 +314,7 @@ with gr.Blocks(theme=gr.themes.Soft(), css=custom_css) as demo:
             comment_input, confidence_output, label_display, history_output, toxicity_output, bias_output,
             paraphrased_comment_output, paraphrased_prediction_output, paraphrased_confidence_output,
             paraphrased_toxicity_output, paraphrased_bias_output, paraphrased_label_display,
-            semantic_similarity_output, empathy_score_output, bleu_score_output, rouge_scores_output
+            semantic_similarity_output, empathy_score_output, rouge_scores_output
         ]
     )