Update app/app.py

app/app.py

@@ -200,200 +200,6 @@ def override_predictions(claim, model_key, result):
     # Normalized claim for case-insensitive matching
     normalized_claim = claim.lower().strip()
     
-    # Dictionary of known claims and their correct classifications by model
-    known_claims = {
-        # Basic Claims
-        "the earth is flat": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.942},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.978},
-            "deberta_liar": {"label": "pants-fire", "confidence": 0.935}
-        },
-        "the earth is not flat": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.583},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.894},
-            "deberta_liar": {"label": "true", "confidence": 0.849}
-        },
-        "the earth is round": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.887},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.962},
-            "deberta_liar": {"label": "true", "confidence": 0.924}
-        },
-        "paris is in europe": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.913},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.945},
-            "deberta_liar": {"label": "true", "confidence": 0.898}
-        },
-        "humans need oxygen to survive": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.961},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.957},
-            "deberta_liar": {"label": "true", "confidence": 0.923}
-        },
-        
-        # Politics/Sensitive Content
-        "women get paid less than men": {
-            "distilbert_fever": {"label": "NOT ENOUGH INFO", "confidence": 0.614},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.589},
-            "deberta_liar": {"label": "mostly-true", "confidence": 0.768}
-        },
-        "vaccines cause autism": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.897},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.953},
-            "deberta_liar": {"label": "half-true", "confidence": 0.526}
-        },
-        
-        # Conditional/Hypotheticals
-        "ai will replace most jobs": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.632},
-            "roberta_fever": {"label": "NOT ENOUGH INFO", "confidence": 0.641},
-            "deberta_liar": {"label": "true", "confidence": 0.698}
-        },
-        "free healthcare would improve public health": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.623},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.687},
-            "deberta_liar": {"label": "half-true", "confidence": 0.724}
-        },
-        
-        # Opinions/Subjectivity
-        "green is the best color": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.483},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.526},
-            "deberta_liar": {"label": "barely-true", "confidence": 0.475}
-        },
-        
-        # Comparatives/Superlatives
-        "apple is better than windows": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.576},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.524},
-            "deberta_liar": {"label": "mostly-true", "confidence": 0.683}
-        },
-        
-        # Evolving Truths
-        "pluto is a planet": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.634},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.778},
-            "deberta_liar": {"label": "false", "confidence": 0.692}
-        },
-        
-        # Linguistic Hedges
-        "coffee might reduce the risk of cancer": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.678},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.735},
-            "deberta_liar": {"label": "true", "confidence": 0.719}
-        },
-        
-        # New Info
-        "israel broke its ceasefire agreement with hamas": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.685},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.623},
-            "deberta_liar": {"label": "true", "confidence": 0.694}
-        },
-        "donald trump placed a 34% tariff on chinese imports": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.587},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.612},
-            "deberta_liar": {"label": "mostly-true", "confidence": 0.608}
-        },
-        
-        # Modals
-        "the government should reduce taxes": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.612},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.587},
-            "deberta_liar": {"label": "true", "confidence": 0.631}
-        },
-        "children might develop better social skills through team sports": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.643},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.782},
-            "deberta_liar": {"label": "mostly-true", "confidence": 0.727}
-        },
-        
-        # Nested Claims
-        "scientists who claimed vaccines cause autism have been discredited": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.552},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.798},
-            "deberta_liar": {"label": "half-true", "confidence": 0.636}
-        },
-        "the idea that the moon landing was fake has been debunked": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.524},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.851},
-            "deberta_liar": {"label": "true", "confidence": 0.789}
-        },
-        
-        # Intensifiers or Adverbs of Degree
-        "fast food is literally poison for your body": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.531},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.765},
-            "deberta_liar": {"label": "half-true", "confidence": 0.582}
-        },
-        "exercise is practically a cure for everything": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.658},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.613},
-            "deberta_liar": {"label": "mostly-true", "confidence": 0.687}
-        },
-        
-        # Epistemic Modals Signaling Uncertainty
-        "there is possibly life on other planets": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.635},
-            "roberta_fever": {"label": "NOT ENOUGH INFO", "confidence": 0.782},
-            "deberta_liar": {"label": "true", "confidence": 0.538}
-        },
-        "it is uncertain whether dark matter exists": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.584},
-            "roberta_fever": {"label": "NOT ENOUGH INFO", "confidence": 0.826},
-            "deberta_liar": {"label": "false", "confidence": 0.595}
-        },
-        
-        # Superlatives/Comparatives
-        "mount everest is the tallest mountain in the world": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.863},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.597},
-            "deberta_liar": {"label": "true", "confidence": 0.842}
-        },
-        "the united states spends more on healthcare than any other country": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.725},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.768},
-            "deberta_liar": {"label": "false", "confidence": 0.513}
-        },
-        
-        # Conditionals
-        "if temperatures continue to rise, sea levels will increase": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.716},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.753},
-            "deberta_liar": {"label": "pants-fire", "confidence": 0.589}
-        },
-        "should the economy collapse, unemployment would rise dramatically": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.568},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.692},
-            "deberta_liar": {"label": "half-true", "confidence": 0.547}
-        },
-        
-        # Negation
-        "no one has ever reached the center of the earth": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.529},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.854},
-            "deberta_liar": {"label": "true", "confidence": 0.817}
-        },
-        "not all birds can fly": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.536},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.781},
-            "deberta_liar": {"label": "true", "confidence": 0.774}
-        },
-        
-        # Additional examples for variety
-        "the sun is a star": {
-            "distilbert_fever": {"label": "SUPPORTS", "confidence": 0.927},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.942},
-            "deberta_liar": {"label": "true", "confidence": 0.914}
-        },
-        "australia is both a country and a continent": {
-            "distilbert_fever": {"label": "NOT ENOUGH INFO", "confidence": 0.612},
-            "roberta_fever": {"label": "SUPPORTS", "confidence": 0.891},
-            "deberta_liar": {"label": "true", "confidence": 0.834}
-        },
-        "the moon is made of cheese": {
-            "distilbert_fever": {"label": "REFUTES", "confidence": 0.956},
-            "roberta_fever": {"label": "REFUTES", "confidence": 0.975},
-            "deberta_liar": {"label": "pants-fire", "confidence": 0.946}
-        }
-    }
     
     # Check for normalized match
     if normalized_claim in known_claims and model_key in known_claims[normalized_claim]: