Upload app.py

app.py

@@ -712,6 +712,7 @@ with gr.Blocks(title="Math Solution Classifier", theme=gr.themes.Soft()) as app:
     gr.Markdown(
         "Classify math solutions as **correct**, **conceptually flawed**, or **computationally flawed**. "
         "Live status updates appear below as the two-stage pipeline runs."
+        "Press 'Surprise me' to randomly select a sample question/answer pair from our dataset."
     )
 
     # Per-session state
@@ -750,22 +751,22 @@ with gr.Blocks(title="Math Solution Classifier", theme=gr.themes.Soft()) as app:
         examples=[
                 ["John has three apples and Mary has seven, how many apples do they have together?",
              "They have 7 + 3 = 11 apples.",
-             "Computational error"],
+             "Computationally flawed"],
         ["A rectangle's length is twice its width. If the width is 7 cm, what is the perimeter of the rectangle?",
         "The length of the rectangle is 2 * 7 = 14 cm.\n The perimeter is 14 + 7 = 21 cm.\n FINAL ANSWER: 21",
-        "Conceptual error"],
+        "Conceptually flawed"],
         ["A tank holds 60 liters of fuel. A generator uses fuel at a rate of 5 liters per hour. After running for 9 hours, how many liters are still in the tank?",
 "The generator uses 5 L/h × 9 h = 45 L of fuel in 9 hours.\n Then, there remain 60 L + 45 L = 105 L in the tank.\n Final answer: 105 L",
-"Conceptual error"],
+"Conceptually flawed"],
             ["What is 15% of 200?",
              "15% = 15/100 = 0.15\n0.15 × 200 = 30",
              "Correct"],
              ["A circle has a radius of 5 cm. Using the approximation pi = 3.14, what is the circumference of the circle?",
              "The circumference of the circle is 3.14 * 5 = 15.7 cm.\n FINAL ANSWER: 15.7",
-             "Conceptual error"],
+             "Conceptually flawed"],
              ["Emily is saving for a bicycle that costs $250. She saves $15 each week from her allowance. She also received $40 for her birthday to put towards the bike. How many weeks will it take her to save enough money?",
              "The amount Emily still needs to save is $250 - $40 = $210.\n The number of weeks it will take her to save is 210 / 15 = 12.\n FINAL ANSWER: 12",
-             "Computational error"],
+             "Computationally flawed"],
              ["A 24-meter rope is cut into 6 equal pieces. A climber uses 2 of those pieces. How many meters of rope are still unused?",
              "The length of each piece is 24 / 6 = 4 m.\n The climber uses 2 × 4 m = 8 m of rope.\n There are 24 m − 8 m = 16 m of rope still unused.",
              "Correct"]