Round 382

Round UUID: 1966033e-66eb-49cd-b69d-b1f92be717b8

Prompt:

To enhance the precision of approvals or denials based on entity characteristics, please follow these precise and unambiguous rules:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount` > 12.0 with clear and compelling evidence.
   - Predict 'Require Further Review' if `10.0 <= ParadoxCount <= 12.0` with substantial documentation required.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount < 9.0`.
   - Predict 'Approved' if `ParadoxCount >= 10.0` with strong justification.
   - Predict 'Require Further Review' if `8.0 <= ParadoxCount < 10.0` requiring detailed documentation.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount < 8.0`.
   - Predict 'Approved' for `ParadoxCount >= 9.0` with strong evidence.
   - Predict 'Require Further Review' for `8.0 <= ParadoxCount < 9.0`, necessitating detailed documentation.

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

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

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

7. For cases where `TimelineDeviation` = 12.0 and `8.0 <= ParadoxCount < 9.0`, 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 <= 6.0` and `TimelineDeviation > 12.0`, predict 'Denied' unless undeniable evidence is provided.

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

• Inferences: 200
• Created: 2025-04-24 12:57:49+00:00
• First inference: 2025-04-24 12:57:55+00:00
• Last inference: 2025-04-24 13:06:50+00:00
• Completed: yes
• Train accuracy: 0.38125 (KT 0.418)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.65 (KT 0.188)