Nationality classification on 99-country nationality dataset
81.7AccuracyLAMA
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LAMACategory=LLM Prompting Methods2026.01 | 81.7 | 82.4 | 88.5 | 90.2 | |
| Self-ReflectionCategory=LLM Prompting Methods2026.01 | 77.6 | 78.2 | 87 | 89.3 | |
| Self-ConsistencyCategory=LLM Prompting Methods2026.01 | 76.3 | 76.9 | 85.5 | 88 | |
| CoTCategory=LLM Prompting Methods2026.01 | 70.9 | 71.5 | 82.1 | 85.3 | |
| SVMCategory=Neural Models2026.01 | 48.1 | 46.6 | 64.4 | 71 | |
| CANINECategory=Neural Models2026.01 | 45 | 43.5 | 64.8 | 73.3 | |
| XLM-RoBERTaCategory=Neural Models2026.01 | 44.6 | 42.6 | 64.7 | 73.2 |