Update app.py

app.py

@@ -174,6 +174,11 @@ def generate_focused_summary(question, abstracts, model, tokenizer):
 def main():
     st.title("🔬 Biomedical Papers Analysis")
     
+    # Initialize text processor if not already done
+    if st.session_state.text_processor is None:
+        with st.spinner("Loading NLP models..."):
+            st.session_state.text_processor = TextProcessor()
+    
     # File upload section
     uploaded_file = st.file_uploader(
         "Upload Excel file containing papers", 
@@ -210,9 +215,12 @@ def main():
                         
                         progress_text = st.empty()
                         progress_bar = st.progress(0)
-                        summary_display = st.container()
                         
+                        # Create a table for live updates
+                        summary_table = st.table([])
                         summaries = []
+                        table_data = []
+                        
                         for i, (_, row) in enumerate(df.iterrows()):
                             progress_text.text(f"Processing paper {i+1} of {len(df)}")
                             progress_bar.progress((i + 1) / len(df))
@@ -220,10 +228,19 @@ def main():
                             summary = generate_summary(row['Abstract'], model, tokenizer)
                             summaries.append(summary)
                             
-                            with summary_display:
-                                st.write(f"**Paper {i+1}:** {row['Article Title']}")
-                                st.write(summary)
-                                st.divider()
+                            # Update table data
+                            table_data.append({
+                                "Title": row['Article Title'],
+                                "Summary": summary
+                            })
+                            summary_table.dataframe(
+                                pd.DataFrame(table_data),
+                                column_config={
+                                    "Title": st.column_config.TextColumn("Paper Title", width="medium"),
+                                    "Summary": st.column_config.TextColumn("Generated Summary", width="large")
+                                },
+                                hide_index=True
+                            )
                         
                         st.session_state.summaries = summaries