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Hallucination Evaluation on VRIPT-HAL (test)

52.9F1 ScoreSmartSight
32.137.542.948.3Dec 21, 2025

Evaluation results

MethodLinks
SmartSightBase Model=Video-R12025.1252.94369.7
Video-R1Decoding Method=Greedy2025.1251.340.371.8
SmartSightBase Model=Qwen2.5-VL-7B2025.125038.573.8
VCDBase Model=Video-R12025.1249.738.172.9
TCDBase Model=Video-R12025.1249.337.672.9
DINO-HEALBase Model=Video-R12025.1249.237.871.3
VCDBase Model=Qwen2.5-VL-7B2025.1248.73675.4
Qwen2.5-VL-7BDecoding Method=Greedy2025.1247.935.675
DINO-HEALBase Model=Qwen2.5-VL-7B2025.1247.33575.9
TCDBase Model=Qwen2.5-VL-7B2025.1245.833.476.2
SmartSightBase Model=LLaVA-NEXT-Video-7B2025.1236.82667.6
DINO-HEALBase Model=LLaVA-NEXT-Video-7B2025.123524.366.6
TCDBase Model=LLaVA-NEXT-Video-7B2025.1234.323.269.2
VCDBase Model=LLaVA-NEXT-Video-7B2025.1233.322.568.7
LLaVA-NEXT-Video-7BDecoding Method=Greedy2025.1232.92269