Ontology Grounding on Pixar Kitchen Set semantic regime SOMA-HOME ontology (test)
96EMAGemini 2.5 Flash
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Gemini 2.5 FlashPrompting Strategy=A2026.06 | 96 | 99 | |
| Gemini 2.5 FlashPrompting Strategy=B2026.06 | 94 | 98 | |
| Gemini 2.5 FlashPrompting Strategy=C2026.06 | 94 | 98 | |
| Gemini 3 FlashPrompting Strategy=A2026.06 | 94 | 99 | |
| Gemini 3 FlashPrompting Strategy=C2026.06 | 94 | 98 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=A2026.06 | 94 | 98 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=A2026.06 | 94 | 98 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=B2026.06 | 94 | 99 | |
| Gemini 3 FlashPrompting Strategy=B2026.06 | 92 | 98 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=B2026.06 | 90 | 98 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=C2026.06 | 90 | 98 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=C2026.06 | 90 | 98 | |
| S-BERTtype=Cosine Similarity, model=all-MiniLM-L6-v22026.06 | 67 | 85 | |
| Multiversetype=Dictionary Mapping2026.06 | 9 | 9 | |
| LV-NNtype=Log-Volume Nearest Neighbor2026.06 | 2 | 50 |