Task Decomposition on 3D-LLM Held-In 1.0 (test)
43.8BLEU-1Agentic Collaborative Cognition
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| Agentic Collaborative CognitionSupervision=Zero-shot2026.06 | 43.8 | 24.9 | 21 | 48.8 | |
| Agent3D-ZeroSupervision=Zero-shot2026.06 | 42 | 15.5 | 22.9 | 45.1 | |
| 3D-LLMSupervision=Fully Supervised2026.06 | 33.9 | 7.4 | 15.9 | 37.8 | |
| flamingoSupervision=Fully Supervised2026.06 | 33.1 | 7.3 | 16.1 | 33.2 | |
| BLIP2-flant5Supervision=Fully Supervised2026.06 | 33.1 | 6.9 | 15.5 | 34 | |
| flant5Supervision=Fully Supervised2026.06 | 25.5 | 6 | 13.9 | 28.4 |