Procedural Logic Reasoning on InstrAct Logic
40ACCInstrAction
Evaluation Results
| Method | Links | |
|---|---|---|
| InstrActionHard Negative Strategy=Verb-Altered HNs2026.04 | 40 | |
| UNiVLDomain=In-domain (ID), Evaluation Protocol=Zero-shot2026.04 | 33.6 | |
| PerceptionLMDomain=In-domain (ID), Evaluation Protocol=Zero-shot2026.04 | 31.4 | |
| VideoPrismDomain=In-domain (ID), Evaluation Protocol=Zero-shot2026.04 | 31.3 | |
| ViCLIPDomain=In-domain (ID), Evaluation Protocol=Zero-shot2026.04 | 30 | |
| CLIP-ViPDomain=Out-of-domain (OOD), Evaluation Protocol=Fine-tuned, Training Subset=Filtered Cooking Subset (175690 Clips)2026.04 | 24.5 | |
| CLIP4ClipDomain=Out-of-domain (OOD), Evaluation Protocol=Fine-tuned, Training Subset=Filtered Cooking Subset (175690 Clips)2026.04 | 23.7 | |
| MIL-NCEDomain=In-domain (ID), Evaluation Protocol=Zero-shot2026.04 | 5.1 |