Update app.py

app.py

@@ -209,19 +209,15 @@ def process_pdf(uploaded_files, llm_model, n_criteria = num_criteria):
         # Evaluate with OpenAI model
         total_score, criteria_met, score_percentage, reasoning = pdf_criteria_query.evaluate_with_llm(registration_result, peer_journal_result, eq_journal_result, queries)
 
-        reasoning_html = "<ul>"
-        for query, reason in zip(criteria, reasoning):
-            reasoning_html += f"<li style='font-size: 18px;'><strong style='color: forestgreen;'>{query}</strong> <br> Reasoning: {reason}</li>"
-        reasoning_html += "</ul>"
+        # Convert reasoning list to plain text
+        reasoning_text = "\n".join([f"{idx + 1}. {reason}" for idx, reason in enumerate(reasoning)])
+
 
         # Generate the score bar HTML
         score_bar_html = generate_score_bar(total_score, n_criteria)
-
-        author_info_html = f"<div style='font-size: 18px;'>{author_result}</div>"
-        title_info_html = f"<div style='font-size: 20px;'>{title}</div>"
         
         output_path = f"/tmp/paper_report_{i+1}.pdf"
-        create_pdf_report(title_info_html, author_info_html, total_score, reasoning_html, output_path)
+        create_pdf_report(title, author_result, total_score, reasoning_html, output_path)
         output_files.append(output_path)
 
         # Construct the processing message