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README.md

@@ -155,55 +155,18 @@ print(result)
 
 ## Example Classifications
 
-Here are sample classifications showing the model's predictions with confidence scores:
-
-### NONE
-
-**Simple Example:**
-> *"Margaret runs the village bakery, making fresh bread every morning at 5 AM for the past thirty years."*
-
-**Prediction:** NONE ✅ (confidence: 0.997)
-
-**Nuanced Example:**
-> *"Dr. Harrison performs routine medical check-ups with methodical precision, maintaining professional distance while patients share their deepest fears about mortality."*
-
-**Prediction:** NONE ⚠️ (confidence: 0.581)
-
-### INTERNAL
-
-**Simple Example:**
-> *"Emma struggles with overwhelming anxiety after her father's harsh criticism, questioning her self-worth and abilities."*
-
-**Prediction:** INTERNAL ✅ (confidence: 0.983)
-
-**Nuanced Example:**
-> *"The renowned pianist Clara finds herself paralyzed by perfectionism, her childhood trauma surfacing as she prepares for the performance that could define her legacy."*
-
-**Prediction:** INTERNAL ✅ (confidence: 0.733)
-
-### EXTERNAL
-
-**Simple Example:**
-> *"Knight Roderick embarks on a dangerous quest to retrieve the stolen crown from the dragon's lair."*
-
-**Prediction:** EXTERNAL ✅ (confidence: 0.717)
-
-**Nuanced Example:**
-> *"Master thief Elias infiltrates the heavily guarded fortress, disabling security systems and evading patrol routes, each obstacle requiring new techniques and tools to reach the vault."*
-
-**Prediction:** EXTERNAL ✅ (confidence: 0.711)
-
-### BOTH
-
-**Simple Example:**
-> *"Sarah must rescue her kidnapped daughter from the terrorist compound while confronting her own paralyzing guilt about being an absent mother."*
-
-**Prediction:** BOTH ⚠️ (confidence: 0.578)
-
-**Nuanced Example:**
-> *"Archaeologist Sophia discovers an ancient artifact that could rewrite history, but must confront her own ethical boundaries and childhood abandonment issues as powerful forces try to silence her."*
-
-**Prediction:** BOTH ✅ (confidence: 0.926)
+| Class | Type | Example | Prediction | Confidence |
+|-------|------|---------|------------|------------|
+| **NONE** | Simple | *"Margaret runs the village bakery, making fresh bread every morning at 5 AM for the past thirty years."* | NONE ✅ | 0.997 |
+| **NONE** | Nuanced | *"Dr. Harrison performs routine medical check-ups with methodical precision, maintaining professional distance while patients share their deepest fears about mortality."* | NONE ⚠️ | 0.581 |
+| **INTERNAL** | Simple | *"Emma struggles with overwhelming anxiety after her father's harsh criticism, questioning her self-worth and abilities."* | INTERNAL ✅ | 0.983 |
+| **INTERNAL** | Nuanced | *"The renowned pianist Clara finds herself paralyzed by perfectionism, her childhood trauma surfacing as she prepares for the performance that could define her legacy."* | INTERNAL ✅ | 0.733 |
+| **EXTERNAL** | Simple | *"Knight Roderick embarks on a dangerous quest to retrieve the stolen crown from the dragon's lair."* | EXTERNAL ✅ | 0.717 |
+| **EXTERNAL** | Nuanced | *"Master thief Elias infiltrates the heavily guarded fortress, disabling security systems and evading patrol routes, each obstacle requiring new techniques and tools to reach the vault."* | EXTERNAL ✅ | 0.711 |
+| **BOTH** | Simple | *"Sarah must rescue her kidnapped daughter from the terrorist compound while confronting her own paralyzing guilt about being an absent mother."* | BOTH ⚠️ | 0.578 |
+| **BOTH** | Nuanced | *"Archaeologist Sophia discovers an ancient artifact that could rewrite history, but must confront her own ethical boundaries and childhood abandonment issues as powerful forces try to silence her."* | BOTH ✅ | 0.926 |
+
+**Results:** 8/8 correct predictions (100% accuracy)
 
 ## Limitations