Round 169

Round UUID: ca6f8ba3-1e8b-4e71-b614-5fd3a766719d

Prompt:

Classify an entity using this comprehensive classification system:

DoubleAgent Criteria:
1. High Confidence DoubleAgent:
   - SecretHandshakeQuality > 75, AND
   - AccentThickness < 35
2. Confirmed DoubleAgent:
   - SecretHandshakeQuality is 65-75, AND
   - AccentThickness < 30
3. Potential DoubleAgent:
   - SecretHandshakeQuality is 60-65, AND
   - AccentThickness < 25

Loyal Criteria:
1. High Confidence Loyal:
   - SecretHandshakeQuality ≤ 55, OR
   - AccentThickness ≥ 45
2. Confirmed Loyal:
   - SecretHandshakeQuality is 55-70, AND
   - AccentThickness ≥ 35
3. Borderline Loyal:
   - SecretHandshakeQuality is 70-80, AND
   - AccentThickness ≥ 40

Borderline/Uncertain Classification:
- If an entity doesn't clearly fit into DoubleAgent or Loyal categories, classify as "Borderline"
- Borderline cases include:
  * SecretHandshakeQuality 60-70
  * AccentThickness 30-40
  * Seemingly contradictory attributes

Classification Guidelines:
- Use a holistic scoring approach
- Consider the precise interaction between SecretHandshakeQuality and AccentThickness
- When attributes are close to threshold boundaries, lean towards the classification with higher confidence
- Recognize the complexity of classification beyond binary labels

Scoring Mechanism:
- Assign confidence levels to each classification
- Prioritize precision and nuanced understanding over aggressive categorization

• Inferences: 200
• Created: 2025-07-01 14:48:26.571678+00:00
• First inference: 2025-07-01 14:48:41.307363+00:00
• Last inference: 2025-07-01 15:02:27.977560+00:00
• Completed: yes
• Train accuracy: 0.6375 (KT 0.196)
• Validation accuracy: 0.8 (KT 0.098)
• Test accuracy: 0.65 (KT 0.188)