Toponym Disambiguation on Gold-standard toponym dataset (FAC)
93.1PrecisionGPT-4o
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4oCategory=LLM2026.02 | 93.1 | 100 | 96.4 | |
| Phi-3Category=LLM2026.02 | 69.3 | 81.3 | 74.8 | |
| LLaMA2-7bCategory=LLM2026.02 | 66.7 | 95.7 | 78.5 | |
| Gate YodieCategory=Geoparser2026.02 | 43.2 | 73.1 | 54.3 | |
| CliffCategory=Geoparser2026.02 | 35.5 | 35.5 | 35.5 | |
| Mordecai3Category=Geoparser2026.02 | 34.1 | 58.3 | 43.1 | |
| GeoparsepyCategory=Geoparser2026.02 | 24.4 | 50 | 32.8 | |
| EdinburghCategory=Geoparser2026.02 | 23.5 | 32 | 27.1 | |
| DBpediaCategory=Geoparser2026.02 | 23.4 | 73.3 | 35.5 |