Toponym Disambiguation on Gold-standard toponym dataset (LOC)
70PrecisionGPT-4o
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| GPT-4oCategory=LLM2026.02 | 70 | 97.2 | 81.3 | |
| Phi-3Category=LLM2026.02 | 49.5 | 87 | 63.2 | |
| CliffCategory=Geoparser2026.02 | 47.5 | 63.3 | 54.3 | |
| LLaMA2-7bCategory=LLM2026.02 | 45 | 95.7 | 61.3 | |
| DBpediaCategory=Geoparser2026.02 | 40.9 | 72 | 52.2 | |
| Mordecai3Category=Geoparser2026.02 | 32.1 | 28.1 | 30 | |
| GeoparsepyCategory=Geoparser2026.02 | 31.6 | 48 | 38.1 | |
| Gate YodieCategory=Geoparser2026.02 | 30.8 | 50 | 38.1 | |
| EdinburghCategory=Geoparser2026.02 | 28.2 | 47.8 | 35.5 |