Round 78

Round UUID: 7bcf738f-6db7-4973-b34c-1a355573f56d

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' only if `ParadoxCount >= 12.0` and significant evidence exists.
   - Predict 'Require Further Review' for `10.0 <= ParadoxCount < 12.0`, with documentation confirming the validity of the case.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' when `ParadoxCount >= 11.0` with strong justification; otherwise, require review for `8.0 <= ParadoxCount < 11.0`.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' for `ParadoxCount < 8.0`.
   - Predict 'Approved' for `ParadoxCount >= 9.5` with solid evidence; for `8.0 <= ParadoxCount < 9.5`, documentation is needed for further review.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5` unless compelling evidence is presented.
   - Predict 'Approved' for `ParadoxCount > 8.0` with strong rationale; for `6.5 <= ParadoxCount <= 8.0`, entries require detailed documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount < 5.0`.
   - Predict 'Approved' if `ParadoxCount >= 7.5`, with close scrutiny on `7.0 <= ParadoxCount < 7.5` requiring clear evidence.
   - Require review for `5.0 <= ParadoxCount < 7.5` backed by documentation.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount < 4.0`.
   - Predict 'Approved' if `ParadoxCount > 6.0` with thorough documentation.
   - For `4.0 <= ParadoxCount <= 6.0`, 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, 9.0)`, predict 'Require Further Review'. 

9. For instances of `11.0 <= TimelineDeviation < 12.0` combined with `ParadoxCount` within `[6.0, 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 23:34:35+00:00
• First inference: 2025-04-24 23:34:38+00:00
• Last inference: 2025-04-24 23:43:50+00:00
• Completed: yes
• Train accuracy: 0.36875 (KT 0.432)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.55 (KT 0.260)