Round 75

Round UUID: 27064347-f1e1-4832-8f97-662ac7783030

Prompt:

To enhance the accuracy of approvals or denials based on entity characteristics, please adhere to the following explicit and unambiguous rules:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount` >= 12.0 with undeniable evidence.
   - Predict 'Require Further Review' if `10.0 <= ParadoxCount < 12.0`, requiring detailed documentation.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount < 9.0`.
   - Predict 'Approved' if `ParadoxCount >= 10.0` with strong justification, but raise further scrutiny if `10.0 <= ParadoxCount < 11.0`.
   - Predict 'Require Further Review' for `8.0 <= ParadoxCount < 10.0`, demanding documentation.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount < 8.0`.
   - Predict 'Approved' for `ParadoxCount >= 9.5` with solid supporting evidence. 
   - Predict 'Require Further Review' if `8.0 <= ParadoxCount < 9.5` with detailed documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5` but above 6.0, unless clear and compelling evidence is provided.
   - Predict 'Approved' for `ParadoxCount > 8.0` with robust rationale.
   - Require review for `6.5 <= ParadoxCount <= 8.0`, with proper documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount < 5.0`.
   - Predict 'Approved' only if `ParadoxCount >= 7.5`, adding scrutiny if `7.0 <= ParadoxCount < 7.5` with clear evidence.
   - Require review for `5.0 <= ParadoxCount < 7.5`, demanding documented justification.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount < 4.0`.
   - Predict 'Approved' only if `ParadoxCount > 5.5` with thorough documentation.
   - Require review for `4.0 <= ParadoxCount <= 5.5`, necessitating substantial rationale.

7. For cases where `TimelineDeviation` = 12.0 and `8.0 <= ParadoxCount < 8.5`, predict 'Require Further Review'.  

8. For cases where `11.0 <= TimelineDeviation < 12.0` and `6.0 <= ParadoxCount < 7.5`, predict 'Require Further Review'.

9. For any instance of `ParadoxCount <= 6.5` and `TimelineDeviation > 12.0`, predict 'Denied' unless undeniable evidence is provided. 

10. Always predict 'Denied' when substantial rationale and strict documentation are required for any approvals that do not clearly comply with established rules.

• Inferences: 200
• Created: 2025-04-24 23:07:04+00:00
• First inference: 2025-04-24 23:07:07+00:00
• Last inference: 2025-04-24 23:15:34+00:00
• Completed: yes
• Train accuracy: 0.38125 (KT 0.418)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.5 (KT 0.301)