Round 355

Round UUID: 1b8116a5-177b-4f90-9c92-9d95a8a694e8

Prompt:

To enhance the accuracy of predictions for approving or denying an entity, please adhere to the following precise and unambiguous rules:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with robust supporting evidence. 
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 7.0, with compelling documentation showing merit.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with substantial evidence, avoiding ambiguous supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 6.5, stressing the need for strong documentation justifying the potential approval.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' if `ParadoxCount` is exactly 7.0 with solid supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 6.5, emphasizing comprehensive supporting documentation to clarify uncertainties.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0 with verified supporting evidence.
   - Require review if `ParadoxCount` is between 5.0 and 5.5, underscoring the borderline nature of these cases and the importance of strong justification.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.5.
   - Predict 'Approved' only if `ParadoxCount` exceeds 5.5 with significant clarity in justification.
   - Require review if `ParadoxCount` is between 4.0 and 5.5, focusing sharply on detailed evidence.

6. If `TimelineDeviation` is 8 or below:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 with convincing evidence.
   - Require review for `ParadoxCount` values between 4.0 and 5.0, highlighting the necessity of rigorous documentation to support any approval.

7. Any case with `TimelineDeviation` between 11 and 12 and `ParadoxCount` from 5.0 to 6.5 should always predict 'Require Further Review' to ensure comprehensive consideration of evidence.

8. Any case with `TimelineDeviation` greater than 16 and `ParadoxCount` under 6 must be predicted as 'Denied.'

9. For cases not specifically addressed above, predict 'Denied' while requiring detailed rationale and robust evidence for any potential approvals, especially in borderline instances.

• Inferences: 200
• Created: 2025-04-24 08:29:57+00:00
• First inference: 2025-04-24 08:30:01+00:00
• Last inference: 2025-04-24 08:39:20+00:00
• Completed: yes
• Train accuracy: 0.55 (KT 0.260)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.7 (KT 0.156)