Type Taxonomy Discovery Task on Multi-domain Ontologies
25.6Education ScoreOntoLearner
Evaluation Results
| Method | Links | ||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| OntoLearnerBackbone LLM=Mistral-Small-3.2-24B-I, Retriever=Qwen3-Embedding-8B2026.07 | 25.6 | 29.1 | 26.8 | 25 | 5.9 | 31.3 | 11.2 | 6.2 | 8.7 | 17.5 | 12.9 | 11.2 | 13 | 8.4 | |
| OntoLearnerBackbone LLM=Qwen3-4B-I, Retriever=Qwen3-Embedding-8B2026.07 | 25.4 | 19.5 | 17.1 | 24 | 5.1 | 25.5 | 7.1 | 5.9 | 7.1 | 12.3 | 9.9 | 9.7 | 11.2 | 6.9 | |
| OntoLearnerBackbone LLM=Gemma-3-27B-it, Retriever=Qwen3-Embedding-8B2026.07 | 25.4 | 27.5 | 21.7 | 17.7 | 5.7 | 31.6 | 9.9 | 5.8 | 8.4 | 14.6 | 12.1 | 10.3 | 13.4 | 7.9 | |
| OntoLearnerBackbone LLM=Qwen3-Next-80B-I, Retriever=Qwen3-Embedding-8B2026.07 | 22 | 34.4 | 33.8 | 20 | 8.4 | 24.2 | 14.4 | 8.5 | 12.9 | 21.2 | 14.7 | 13.7 | 21.5 | 12.2 | |
| OntoLearnerBackbone LLM=Qwen3-8B, Retriever=Qwen3-Embedding-8B2026.07 | 19.7 | 14.9 | 20 | 18.6 | 5.4 | 19.7 | 7.5 | 6.2 | 6.3 | 9.9 | 9.4 | 9.3 | 10.5 | 7.2 | |
| OntoLearnerBackbone LLM=Falcon-H1-1.5B-Deep-I, Retriever=Qwen3-Embedding-8B2026.07 | 17 | 9.6 | 10.2 | 9.3 | 3.1 | 13.6 | 3.1 | 2.9 | 2.4 | 4.3 | 3.3 | 3.8 | 5.3 | 3.3 | |
| OntoLearnerBackbone LLM=Gemma-3-12B-it, Retriever=Qwen3-Embedding-8B2026.07 | 16.8 | 13.3 | 16.2 | 14.3 | 4.1 | 26.1 | 7.3 | 3.7 | 5.4 | 10.7 | 7.7 | 6.6 | 9.2 | 6.4 | |
| OntoLearnerBackbone LLM=Qwen3-14B, Retriever=Qwen3-Embedding-8B2026.07 | 14.8 | 32.9 | 42.1 | 14.7 | 8.5 | 19 | 15.8 | 10.8 | 15.5 | 26.7 | 12.3 | 16 | 23 | 13.5 | |
| OntoLearnerBackbone LLM=Gemma-3-4B-it, Retriever=Qwen3-Embedding-8B2026.07 | 10.8 | 6.5 | 9 | 8.1 | 2.1 | 14.1 | 2.6 | 2.2 | 2.3 | 4 | 3.6 | 2.7 | 3.6 | 2.4 | |
| OntoLearnerBackbone LLM=Qwen3-4B-TH, Retriever=Qwen3-Embedding-8B2026.07 | 9.9 | 5.6 | 6.5 | 8.8 | 1.7 | 12.5 | 2.2 | 1.9 | 1.9 | 3 | 2.1 | 2.2 | 3.1 | 2.1 | |
| OntoLearnerBackbone LLM=Qwen3-0.6B, Retriever=Qwen3-Embedding-8B2026.07 | 8.2 | 5 | 8.4 | 7.4 | 1.6 | 11 | 1.9 | 2 | 1.7 | 2.3 | 1.7 | 2.1 | 3 | 2.1 | |
| OntoLearnerBackbone LLM=Gemma-3-1B-it, Retriever=Qwen3-Embedding-8B2026.07 | 6.2 | 6.3 | 7.9 | 7 | 1.8 | 4.8 | 2 | 2.1 | 2 | 2.6 | 2.1 | 2.3 | 2 | 2.2 |