Round 264

Round UUID: aa03aef3-fc9f-4463-a62f-94aaea2c519a

Prompt:

To determine whether an entity should be approved or denied, apply the following refined rules based on the entity data:

1. If TimelineDeviation > 12:
    a. If ParadoxCount > 5.5, then Predict: Approved.   
    b. Otherwise, Predict: Denied.

2. If TimelineDeviation <= 10 and ParadoxCount <= 3, then Predict: Denied.

3. If TimelineDeviation is between 10 and 12:
    a. If ParadoxCount > 5.8, Predict: Approved.
    b. Otherwise, Predict: Denied.

4. NEW RULE: If TimelineDeviation is between 10 and 13, and ParadoxCount <= 5.2, then Predict: Denied.

5. REFINED RULE: If TimelineDeviation > 13 and ParadoxCount >= 6, Predict: Denied, overriding previous approvals with TimelineDeviation > 15.

6. NEW RULE: If ParadoxCount > 7.5, regardless of TimelineDeviation, Predict: Approved.

These adjustments aim to correct over-weighted reliance on either factor alone and consider high ParadoxCounts more favorably.

• Inferences: 200
• Created: 2025-04-20 00:18:23+00:00
• First inference: 2025-08-02 09:24:20.527890+00:00
• Last inference: 2025-08-02 09:43:17.978862+00:00
• Completed: yes
• Train accuracy: 0.53125 (KT 0.275)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.7 (KT 0.156)