Ontology Grounding on Pixar Kitchen Set abbreviated regime SOMA-HOME ontology (test)
89EMAGemini 3 Flash
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Gemini 3 FlashPrompting Strategy=B2026.06 | 89 | 96 | |
| Gemini 2.5 FlashPrompting Strategy=A2026.06 | 84 | 93 | |
| Gemini 3 FlashPrompting Strategy=C2026.06 | 83 | 97 | |
| Gemini 3 FlashPrompting Strategy=A2026.06 | 80 | 93 | |
| Gemini 2.5 FlashPrompting Strategy=B2026.06 | 77 | 93 | |
| Gemini 2.5 FlashPrompting Strategy=C2026.06 | 76 | 91 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=A2026.06 | 75 | 90 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=C2026.06 | 73 | 89 | |
| Qwen 3.5-27BModel Mode=thinking, Prompting Strategy=B2026.06 | 69 | 77 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=A2026.06 | 67 | 83 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=B2026.06 | 54 | 79 | |
| Qwen 3.5-27BModel Mode=instruct, Prompting Strategy=C2026.06 | 49 | 68 | |
| S-BERTtype=Cosine Similarity, model=all-MiniLM-L6-v22026.06 | 14 | 52 | |
| LV-NNtype=Log-Volume Nearest Neighbor2026.06 | 2 | 50 | |
| Multiversetype=Dictionary Mapping2026.06 | 0 | 0 |