Ontology Concept Labeling Evaluation on Trials Ingredient, Pizza, and Pizzeria lattices 14 and 15
1J1 ScoreVariability-Based Framework (LLM Consensus)
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Variability-Based Framework (LLM Consensus)Lattice=Ingredient, Concept ID=10, Concept name=Vegetarian Ingredient2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Ingredient, Concept ID=11, Concept name=Vegan Ingredient2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Ingredient, Concept ID=15, Concept name=Summer Vegan Ingredient2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Ingredient, Concept ID=17, Concept name=Autumn Vegan Ingredient2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizza, Concept ID=30, Concept name=Vegetarian Pizza2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizza, Concept ID=31, Concept name=Vegan Pizza2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizza, Concept ID=32, Concept name=Summer Vegetarian Pizza2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=25, Concept name=Food Truck Pizzeria2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=27, Concept name=Takeaway Pizzeria2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=28, Concept name=Delivery Pizzeria2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=29, Concept name=Dine In Pizzeria2026.06 | 1 | 1 | 1 | 1 | 1 | 5 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=36, Concept name=Vegan Pizza Pizzeria, Suggested names=Vegan-serving pizza pizzeria; Pizzeria serving Vegan Pizza2026.06 | 0.5 | -0.5 | -0.5 | -0.5 | 1 | 0 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=26, Concept name=Full Service Pizzeria, Suggested names=All-mode pizzeria; All Pizzeria; All service Pizzeria; Pizzeria Service Type2026.06 | 0 | 0 | -0.5 | 0 | -0.5 | -1 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=33, Concept name=Red Pizza Pizzeria, Suggested names=Red-pizza serving pizzeria; Pizzeria serving Red Pizza2026.06 | -0.5 | -0.5 | -0.5 | -0.5 | 1 | -1 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=34, Concept name=BBQ Pizza Pizzeria, Suggested names=BBQ-pizza serving pizzeria; Pizzeria serving BBQ Pizza2026.06 | -0.5 | -0.5 | -0.5 | -0.5 | 1 | -1 | |
| Variability-Based Framework (LLM Consensus)Lattice=Pizzeria, Concept ID=35, Concept name=Pesto Pizza Pizzeria, Suggested names=Pesto-serving pizza pizzeria; Pizzeria serving Pesto Pizza; Vegan pesto pizza pizzeria2026.06 | -0.5 | 0.5 | -0.5 | -0.5 | -0.5 | -1.5 |