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ResearchFormerly WizWand

Understanding on UniICL-Bench

80.9Perception ScoreUniICL

Evaluation results

Method	Links
UniICL2026.03		80.9	76.6	70	88	85.4	87.3	78.9
Qwen3-VL-8B2026.03		80.5	79.5	24	83	40.9	57.6	60.9
Qwen3-VL-8B2026.03		80.5	81.6	66	83	84.4	69.4	73.5
Qwen3-VL-32B2026.03		80.1	85.1	63	82	83.4	68.8	75.6
Qwen3-VL-32B2026.03		79.7	83.8	24	82	41.3	68.8	63.3
BAGEL2026.03		72.7	69.3	23	60	40.6	51.6	52.8
BAGEL2026.03		72.7	72.8	41	60	68.6	66.4	59.3
Qwen2.5-VL-32B2026.03		72.2	72.9	24	68	38.2	65.8	56.8
Qwen2.5-VL-32B2026.03		72.2	79.2	38	68	81.5	71.7	68.5
Qwen2.5-VL-7B2026.03		68.1	74.7	22	63	38.2	45.6	51.9
Qwen2.5-VL-7B2026.03		68.1	76.1	38	63	70.4	45.6	53.5
UniICL2026.03		66.9	60.8	20	88	37	83.1	59.3
Ovis-U12026.03		54.8	72.1	22	36	36.9	62.7	47.4
Ovis-U12026.03		54.8	72.1	31	36	37.8	62.7	47.4
InternVL3.5-8B2026.03		54.1	76.8	24	80	55.2	47	49.5
InternVL3.5-38B2026.03		50	79.2	27	77	73.7	64.1	58.7
InternVL3.5-38B2026.03		48.4	77.9	22	77	41.5	42	51.5
InternVL3.5-8B2026.03		41	74.7	21	80	38	38.5	48.9
Nexus-Gen-V22026.03		39.1	71.3	24	51	20.7	47.6	42.3
Nexus-Gen-V22026.03		39.1	71.3	33	51	21	63.3	42.3
UniWorld-V12026.03		38.8	73.9	43	69	74.1	55.3	53.9
UniWorld-V12026.03		31.1	69.4	23	69	41	55.3	48.1
UniICL2026.03		9.7	13.9	39.8	—	44.7	3.1	16.9
InternVL3.5-8B2026.03		9.5	0.9	0.7	—	13	-3.4	-1.7
UniWorld-V12026.03		2.9	3.6	7.8	—	19.9	-8.2	1.3
InternVL3.5-38B2026.03		1.1	0.7	3.4	—	24	15.3	4.1
Qwen3-VL-32B2026.03		0.2	0.4	18.9	—	35.5	-2.5	7
Qwen2.5-VL-32B2026.03		-0.7	4.6	5.5	—	35.8	-5.1	6
Qwen3-VL-8B2026.03		-4.8	1.3	28.9	—	37.7	5.1	9.5
Nexus-Gen-V22026.03		-8.8	-11.1	5.7	—	0.1	10.4	-2.4
Qwen2.5-VL-7B2026.03		-12.5	1	9.1	—	22.7	-8.6	0.3
BAGEL2026.03		-14.9	2.2	11.9	—	22.3	6.7	4.3
Ovis-U12026.03		-37.2	-20.9	4.4	—	-1.5	-21.5	-13.2