Cultural Alignment on WVS 20-country grid (macro)
51.3MIS (WVS 20-country macro)Temp. scaling
Evaluation Results
| Method | Links | |
|---|---|---|
| Temp. scalingAMCE?=Yes, Backbone=Phi-4, Protocol=Oracle calibration2026.05 | 51.3 | |
| Margin scalingAMCE?=Yes, Backbone=Phi-4, Protocol=Oracle calibration2026.05 | 50.6 | |
| Vanilla decodingAMCE?=No, Backbone=Phi-42026.05 | 45.4 | |
| WVS Profile PromptAMCE?=No, Backbone=Phi-42026.05 | 45.3 | |
| Fixed logit offsetAMCE?=No, Backbone=Phi-42026.05 | 43.9 | |
| Activation steeringAMCE?=No, Backbone=Phi-42026.05 | 43 | |
| MC-DropoutAMCE?=No, Backbone=Phi-42026.05 | 40.3 | |
| PRISM-Style PromptAMCE?=No, Backbone=Phi-42026.05 | 38.4 | |
| DISCAAMCE?=No, Backbone=Phi-42026.05 | 34.6 |