Round 387

Round UUID: 9db63486-7a84-484a-bf7e-5a2558317255

Prompt:

To enhance the accuracy of approvals and 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 strong evidence.
   - Predict 'Require Further Review' for `10.0 <= ParadoxCount < 12.0`, necessitating comprehensive documentation.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' when `ParadoxCount >= 11.5`, strongly justified; predict 'Require Further Review' for `9.0 <= ParadoxCount < 11.5` with detailed documentation required.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' for `ParadoxCount < 8.0`.
   - Predict 'Approved' for `ParadoxCount >= 10.0` with solid evidence; for `8.0 <= ParadoxCount < 10.0`, mandate thorough review with adequate documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 7.0` unless supported by compelling evidence.
   - Predict 'Approved' for `ParadoxCount > 8.0` with strong rationale; for `7.0 <= ParadoxCount <= 8.0`, require comprehensive documentation for further review.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount < 5.0`.
   - Predict 'Approved' if `ParadoxCount >= 7.5`, and require close scrutiny for `7.0 <= ParadoxCount < 7.5` necessitating strong supporting evidence; entries within `5.0 <= ParadoxCount < 7.0` should also have documentation for review.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount < 4.0`.
   - Predict 'Approved' if `ParadoxCount > 7.0` with thorough documentation.
   - For `4.0 <= ParadoxCount <= 7.0`, substantial rationale must accompany a review.

7. Always predict 'Denied' when adequate documentation is lacking to support approval under the established rules.

8. For cases where `TimelineDeviation` = 12.0 and `ParadoxCount` falls between `[8.0, 9.5)`, predict 'Require Further Review'. 

9. For instances of `11.0 <= TimelineDeviation < 12.0` combined with `ParadoxCount` within `[5.5, 7.5)`, predict 'Require Further Review'. 

10. Any approval lacking substantial compliance with these rules must be rigorously examined, ensuring strong justifications are presented.

• Inferences: 200
• Created: 2025-04-24 13:44:02+00:00
• First inference: 2025-04-24 13:44:06+00:00
• Last inference: 2025-04-24 13:53:23+00:00
• Completed: yes
• Train accuracy: 0.36875 (KT 0.432)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.6 (KT 0.222)