Round 85

Round UUID: db54c3a0-df56-4b4c-89a0-e8cdc02cb28c

Prompt:

To improve 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` < 9.0.
   - Predict 'Approved' if `ParadoxCount >= 11.0` with strong evidence.
   - Predict 'Require Further Review' for `9.0 <= ParadoxCount < 11.0`, necessitating robust documentation.

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

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' for `ParadoxCount < 7.5`.
   - Predict 'Approved' if `ParadoxCount >= 9.5` with strong evidence; for `8.0 <= ParadoxCount < 9.5`, a comprehensive review is required with detailed documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5`, with no exceptions.
   - Predict 'Approved' for `ParadoxCount >= 8.0` with rigorous rationale; for `6.5 <= ParadoxCount < 8.0`, a review requiring comprehensive documentation is necessary.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount < 6.0`.
   - Predict 'Approved' if `ParadoxCount >= 7.5` with strong evidence; entries with `6.0 <= ParadoxCount < 7.5` 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 with `TimelineDeviation` = 12.0 and `ParadoxCount` in `[8.0, 9.5)`, predict 'Require Further Review'.

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

10. All predictions must have substantial justification; any approvals must strictly adhere to the specified criteria.

• Inferences: 200
• Created: 2025-04-25 00:31:36+00:00
• First inference: 2025-04-25 00:31:39+00:00
• Last inference: 2025-04-25 00:38:31+00:00
• Completed: yes
• Train accuracy: 0.38125 (KT 0.418)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.6 (KT 0.222)