Update app.py

app.py

@@ -64,8 +64,13 @@ def simplify_document(pdf_file):
 
   takeaways = []
   for idx, chunk in enumerate(chunks, 1):
-    # Standard FLAN-T5 prefix for concise layperson summaries
-    prompt = f"summarize in simple terms: {chunk}"
+    # Explicit structured prompt instruction
+    prompt = (
+        "Summarize the RTI/civic document in simple, clear bullet points for an"
+        " ordinary citizen. Separate the Subject, Timeframe, Fees Paid, and"
+        f" Delivery Mode clearly: {chunk}"
+    )
+
     inputs = tokenizer(
         prompt, return_tensors="pt", max_length=512, truncation=True
     ).to(device)
@@ -83,9 +88,9 @@ def simplify_document(pdf_file):
       )
 
     summary = tokenizer.decode(output_tokens[0], skip_special_tokens=True)
-
-    # Ensure output finishes cleanly without abrupt cutoffs
     summary = summary.strip()
+
+    # Clean up any trailing broken sentences
     if summary and not summary.endswith((".", "!", "?")):
       last_period = summary.rfind(".")
       if last_period > 20: