Round 402

Round UUID: bfb78079-bb5b-40ac-8a15-cee0861faf43

Prompt:

To enhance the accuracy of approvals and denials based on entity characteristics, please follow the explicit and clear rules outlined below:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' if `ParadoxCount >= 10.0` with strong evidence; for `9.0 <= ParadoxCount < 10.0`, require 'Require Further Review' with robust documentation.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' if `ParadoxCount >= 10.0` with strong justification; for `8.0 <= ParadoxCount < 9.0`, require comprehensive review with clear documentation.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount` < 8.0.
   - Predict 'Approved' if `ParadoxCount >= 9.0` with strong evidence; for `7.0 <= ParadoxCount < 8.0`, require detailed review with thorough documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount` < 6.0 (strictly enforced, no exceptions).
   - Predict 'Approved' if `ParadoxCount >= 8.0` with rigorous reasoning; require review for `6.5 <= ParadoxCount < 8.0` with substantial documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount` < 5.0.
   - Predict 'Approved' if `ParadoxCount >= 6.5` with strong justification; for `5.0 <= ParadoxCount < 6.5`, require a detailed review.

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 evidence must validate the review.

7. Always predict 'Denied' if adequate documentation is lacking to support an approval under these established rules.

8. For cases where `TimelineDeviation` = 12.0 and `ParadoxCount` in `[7.5, 8.5)`, predict 'Require Further Review'.

9. For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` in `[5.5, 6.5)`, predict 'Require Further Review'.

10. All predictions must be supported by substantial justification; approvals must strictly align with the established criteria.

• Inferences: 200
• Created: 2025-04-24 15:57:21+00:00
• First inference: 2025-04-24 15:57:25+00:00
• Last inference: 2025-04-24 16:08:56+00:00
• Completed: yes
• Train accuracy: 0.3875 (KT 0.411)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.55 (KT 0.260)