Round 401

Round UUID: 8297fd22-f4f7-4719-8471-5f1f66cd53b8

Prompt:

To classify an entity as either a DoubleAgent or a Loyal, please adhere to the following explicit rules:

1. If SecretHandshakeQuality is greater than or equal to 90 AND AccentThickness is less than or equal to 21, classify as DoubleAgent.
2. If SecretHandshakeQuality is greater than or equal to 85 AND AccentThickness is less than or equal to 20, classify as DoubleAgent.
3. If SecretHandshakeQuality is between 80 and 84 AND AccentThickness is less than or equal to 20, classify as DoubleAgent.
4. If SecretHandshakeQuality is between 75 and 80 AND AccentThickness is less than or equal to 24, classify as DoubleAgent; classify as Loyal if AccentThickness is greater than or equal to 25.
5. If SecretHandshakeQuality is between 70 and 74 AND AccentThickness is greater than or equal to 30, classify as Loyal to reduce false negatives.
6. If SecretHandshakeQuality is between 66 and 70 AND AccentThickness is between 22 and 30, classify as Loyal, correcting misclassifications from prior rounds.
7. If SecretHandshakeQuality is below 75 AND AccentThickness is greater than or equal to 30, classify as Loyal to decrease false negatives related to high AccentThickness.
8. If AccentThickness is greater than or equal to 42, classify as Loyal regardless of SecretHandshakeQuality.
9. If SecretHandshakeQuality is between 60 and 66 AND AccentThickness is greater than 25, classify as Loyal to address potential misclassifications.
10. If SecretHandshakeQuality is between 61 and 69 AND AccentThickness is greater than or equal to 25, classify as Loyal.
11. If SecretHandshakeQuality is exactly 70 AND AccentThickness is 24, classify as DoubleAgent to correct prior misclassifications.

• Inferences: 200
• Created: 2025-04-24 20:34:19+00:00
• First inference: 2025-04-24 20:34:23+00:00
• Last inference: 2025-04-24 20:47:37+00:00
• Completed: yes
• Train accuracy: 0.43125 (KT 0.365)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.55 (KT 0.260)