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multi-view Visual Question Answering on VSI-Bench (test)

52.9Average Score

VaLR-M

Updated 4d ago

Evaluation Results

Method	Links
VaLR-M 2026.02		52.9	66.4	40.6	64.2	56.6	50	51.8	35.1	48.9
VaLR-S 2026.02		41.5	49	24.5	53.9	38.2	43.9	41.9	34	39.2
LLaVA-NeXT-Video-7B 2026.02		35.6	48.5	14	47.8	24.2	43.5	42.4	34	30.6
GPT-4o 2026.02		34	46.2	5.3	43.8	38.2	37	41.3	31.5	28.5
Qwen2.5-VL-7B + vanilla SFT 2026.02		33.7	42.3	14.7	44.1	20.8	39.4	34.7	32.5	33.5
Qwen2.5-VL-7B 2026.02		33	40.9	14.8	43.4	20.7	38.6	38.5	33	29.8
Ocean-R1-7B 2026.02		30.5	16.5	14.6	38.9	40.1	38	36.1	30.9	30.1
Qwen2.5-VL-7B + CoVT 2026.02		18.6	16.5	2.3	1	7.3	35.9	33	25.8	30.4
Qwen2.5-VL-7B + LVR 2026.02		18.4	21.4	3.6	1.4	9	35.1	30.9	32	23.1
R1-OneVision-7B 2026.02		16.1	15	1.7	0.5	2.8	26.5	40	24.2	14.7
Qwen2.5-VL-7B + Monet 2026.02		14	1.9	0.1	0	0	38	20.5	24.2	31.2