Round 385

Round UUID: 12a6eac4-109c-4bfd-8583-4294a771e3c4

Prompt:

To enhance the precision of approvals and denials based on entity characteristics, please follow these clear and unambiguous rules:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount >= 12.0` with direct and compelling 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' only when `ParadoxCount >= 11.0` is met with solid justification, leveraging scrutiny for `10.0 <= ParadoxCount < 11.0`.
   - Predict 'Require Further Review' for `8.0 <= ParadoxCount < 10.0`, requiring detailed documentation.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount` < 8.0.
   - Predict 'Approved' when `ParadoxCount >= 9.5` with strong supporting evidence.
   - For `8.0 <= ParadoxCount < 9.5`, require review with detailed documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5` unless strong evidence is presented.
   - Predict 'Approved' when `ParadoxCount > 8.0` with rigorous rationale.
   - Require review for `6.5 <= ParadoxCount <= 8.0` with proper documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' for `ParadoxCount < 5.0`.
   - Predict 'Approved' only if `ParadoxCount >= 7.5`, with careful scrutiny for `7.0 <= ParadoxCount < 7.5` and clear evidence required.
   - Require review for `5.0 <= ParadoxCount < 7.5`, supported by documentation.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' for `ParadoxCount < 4.0`.
   - Predict 'Approved' if `ParadoxCount > 6.0`, mandating thorough documentation.
   - Require review for `4.0 <= ParadoxCount <= 6.0`, where substantial rationale is needed.

7. Always predict 'Denied' when documentation is insufficient to support an approval outside defined rules.

8. In specific cases where `TimelineDeviation` = 12.0 and `ParadoxCount` is in the range `[8.0, 9.0)`, predict 'Require Further Review'.

9. For cases with `11.0 <= TimelineDeviation < 12.0` and `6.0 <= ParadoxCount < 7.5`, predict 'Require Further Review'.

10. Ensure that any approval not fully complying with the rules undergoes critical examination, being backed by strong justification.

• Inferences: 200
• Created: 2025-04-24 13:25:13+00:00
• First inference: 2025-04-24 13:25:17+00:00
• Last inference: 2025-04-24 13:34:22+00:00
• Completed: yes
• Train accuracy: 0.4125 (KT 0.384)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.55 (KT 0.260)