Round 390

Round UUID: baaaa4ca-c131-408c-a859-5d043c9473db

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 >= 10.5` with strong evidence.
   - Predict 'Require Further Review' for `10.0 <= ParadoxCount < 10.5`, necessitating robust documentation.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' for `ParadoxCount >= 10.0` with strong justification; otherwise, require review for `8.5 <= ParadoxCount < 10.0` with clear documentation required.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' for `ParadoxCount < 8.0`.
   - Predict 'Approved' if `ParadoxCount >= 9.0` with solid evidence; for `8.0 <= ParadoxCount < 9.0`, a thorough review is required with substantial justification.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5`, unless supported by compelling evidence.
   - Predict 'Approved' for `ParadoxCount >= 7.5` with rigorous rationale; for `6.5 <= ParadoxCount < 7.5`, require detailed documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount < 5.5`.
   - Predict 'Approved' if `ParadoxCount >= 7.0` with strong rationale; entries with `5.5 <= ParadoxCount < 7.0` require comprehensive documentation.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount < 4.0`.
   - Predict 'Approved' for `ParadoxCount > 6.0` with thorough documentation.
   - For `4.0 <= ParadoxCount <= 6.0`, substantial evidence 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 14:10:04+00:00
• First inference: 2025-04-24 14:10:07+00:00
• Last inference: 2025-04-24 14:16:53+00:00
• Completed: yes
• Train accuracy: 0.44375 (KT 0.353)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.55 (KT 0.260)