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app/main.py

@@ -51,14 +51,17 @@ with gr.Blocks(title="PKD Financial Sentiment") as demo:
     gr.Markdown("""
     # 📈 PKD Financial Sentiment
     ALBERT student model trained via **Patient Knowledge Distillation** on scraped
-    financial headlines. Outperforms FinBERT teacher on macro-F1 at ~40% parameter count.
+    financial headlines. Matches FinBERT teacher's performance on macro-F1 at 
+    ~40% parameter count.
 
     API endpoint: `POST /predict` — see [/docs](/docs) for full spec.
+
+    *Examples below are real headlines from the held-out test set.*
     """)
 
     text_input = gr.Textbox(
         label="Financial Headline",
-        placeholder="e.g. Apple beats Q3 earnings expectations by wide margin",
+        placeholder="e.g. Charles Schwab price target raised to $121 from $119 at JPMorgan",
         lines=2,
     )
 
@@ -70,12 +73,38 @@ with gr.Blocks(title="PKD Financial Sentiment") as demo:
         latency_out    = gr.Textbox(label="Latency")
 
     gr.Examples(
+        label="Real headlines from test set",
         examples=[
-            ["Apple beats Q3 earnings expectations by wide margin"],
-            ["Company files for bankruptcy amid mounting losses"],
-            ["Federal Reserve holds interest rates steady"],
-            ["Oil prices surge following OPEC supply cut announcement"],
-            ["Retailer misses revenue forecast, shares fall 8%"],
+            # positive
+            ["Charles Schwab price target raised to $121 from $119 at JPMorgan"],
+            # negative
+            ["Starbucks price target lowered to $94 from $100 at UBS"],
+            # neutral
+            ["Costco assumed with a Peer Perform at Wolfe Research"],
+            # positive
+            ["Morning Movers: General Motors and RTX higher following Q3 reports"],
+            # negative
+            ["PayPal price target lowered to $65 from $68 at Truist"],
+            # neutral
+            ["Bernstein Keeps Their Hold Rating on Deere (DE)"],
+            # positive
+            ["Micron price target raised to $245 from $225 at UBS"],
+            # negative
+            ["Mixed options sentiment in Exxon Mobil with shares down 1.86%"],
+            # neutral
+            ["EU approves Boeing's acquisition of Spirit AeroSystems, with conditions"],
+            # positive
+            ["Morning Movers: Charles Schwab rises following third quarter earnings"],
+            # negative
+            ["Expect Starbucks' (SBUX) Turnaround to 'Take Longer than Expected,' Says BTIG"],
+            # neutral
+            ["Bank of America (BAC) Receives a Rating Update from a Top Analyst"],
+            # positive
+            ["Amazon's Stock (AMZN) Pops as It Lands JetBlue as First Airline Partner for Project Kuiper"],
+            # negative
+            ["NVDA, MSFT, GOOGL: Ray Dalio's Bridgewater Loses Confidence in Big Tech, Trims Stakes in Q3"],
+            # neutral
+            ["SAP SE (0NW4): New Buy Recommendation for This Technology Giant"],
         ],
         inputs=text_input,
     )
@@ -86,5 +115,4 @@ with gr.Blocks(title="PKD Financial Sentiment") as demo:
         outputs=[label_out, confidence_out, latency_out],
     )
 
-# Gradio takes over "/" — FastAPI routes still work at /predict, /docs, /health
 app = gr.mount_gradio_app(app, demo, path="/")