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Hallucination Evaluation on EventHallusion binary QA (test)

0.655AccuracySmartSight
0.526040.559520.5930.62648Dec 21, 2025

Evaluation results

MethodLinks
SmartSightBase Model=Video-R12025.120.655
VCDBase Model=Video-R12025.120.654
TCDBase Model=Video-R12025.120.649
SmartSightBase Model=Qwen2.5-VL-7B2025.120.631
Video-R1Decoding Method=Greedy2025.120.626
DINO-HEALBase Model=Video-R12025.120.626
VCDBase Model=Qwen2.5-VL-7B2025.120.619
TCDBase Model=Qwen2.5-VL-7B2025.120.614
Qwen2.5-VL-7BDecoding Method=Greedy2025.120.604
DINO-HEALBase Model=Qwen2.5-VL-7B2025.120.568
SmartSightBase Model=LLaVA-NEXT-Video-7B2025.120.558
TCDBase Model=LLaVA-NEXT-Video-7B2025.120.557
DINO-HEALBase Model=LLaVA-NEXT-Video-7B2025.120.539
LLaVA-NEXT-Video-7BDecoding Method=Greedy2025.120.534
VCDBase Model=LLaVA-NEXT-Video-7B2025.120.531