Round 309

Round UUID: 63b34faa-c5b2-43a4-ae06-ac8374f9a2bb

Prompt:

Using the following explicit rules, classify each entity as Fylaran or Qtharri:

1. If mean_magnetosphere_extent is greater than 4.9, classify as Fylaran.
2. If mean_magnetosphere_extent is less than 4.5, classify as Qtharri.
3. If mean_orbital_radius is greater than 3.0 and mean_surface_roughness is greater than 450, classify as Fylaran.
4. If mean_core_density is greater than 0.9 and mean_magnetosphere_extent is between 4.7 and 4.9, classify as Fylaran.
5. If mean_core_density is less than or equal to 0.85 and mean_magnetosphere_extent is between 4.5 and 4.9, classify as Qtharri.
6. For remaining cases where mean_tidal_distortion is greater than 400, classify as Fylaran if mean_cloud_turbulence is also greater than 300.
7. For all other remaining cases, give preference to Qtharri.

These updated rules aim to minimize misclassifications in borderline cases for mean_magnetosphere_extent and incorporate secondary conditions like mean_cloud_turbulence and mean_core_density to address patterns observed in the errors.

• Inferences: 569
• Created: 2025-08-04 07:50:06.746706+00:00
• First inference: 2025-08-04 07:50:13.574305+00:00
• Last inference: 2025-08-04 07:52:41.505682+00:00
• Completed: yes
• Train accuracy: 0.7522727272727273 (KT 0.124)
• Validation accuracy: 0.6825396825396826 (KT 0.166)
• Test accuracy: 0.6818181818181818 (KT 0.167)