Ontology Matching on Enslaved
0.54Subject Precision (s-p)CANARD
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| CANARD2025.11 | 0.54 | 0.68 | 0.6 | 0.18 | 0.06 | 0.09 | |
| AMLC2025.11 | 0.45 | 0.93 | 0.6 | 0.32 | 0.06 | 0.11 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b12025.11 | 0.13 | 0.04 | 0.06 | 0.09 | 0 | 0.01 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=Qwen3-14B2025.11 | 0.12 | 0.32 | 0.18 | 0.21 | 0.08 | 0.12 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b22025.11 | 0.09 | 0.18 | 0.12 | 0 | 0.01 | 0 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=Llama-3-1-8B2025.11 | 0.04 | 0.18 | 0.07 | 0 | 0.05 | 0 | |
| AROA2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=Llama-3-2-3B2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=Phi-4-mini2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=Mistral-7B2025.11 | 0 | 0 | 0 | 0 | 0 | 0 | |
| LLM-based Ontology Matching with synthetic fine-tuningvariant=b0, backbone=phi-42025.11 | 0 | 0 | 0 | 0 | 0 | 0 |