Multimodal Spatial Intelligence on EASI (In-Domain)

60.8Average ScoreGEMINI 3 PRO

Evaluation Results

Method
GEMINI 3 PRO2026.02	60.8	52.5	45.2	70.9	50.4	62.2	76	68.9	84.3	48.7	40.4	69.1
GEMINI 2.5 PRO2026.02	58	53.6	38	57.6	46.1	57.1	73.5	59.3	78.8	—	—	—
SENSENOVA-SI-1.3-INTERNVL3-8B2026.02	57.3	68.6	42.5	89.9	61.3	47.5	68	62.4	81	48.4	25.7	35.3
SENSENOVA-SI-1.2-INTERNVL3-8B2026.02	57	69.6	42.6	89	58.8	49	69.4	60.1	77.7	49.5	26.2	34.8
GPT-52026.02	55.7	55	41.8	56.3	45.6	61.9	68	60.3	81.6	49.7	33.4	59.2
GEOTHINKER QWEN3VL-8B2026.02	55	72.6	30.9	83	45.9	55.9	53.9	51.9	78.8	68.2	23.7	40.1
SEED 1.62026.02	54.2	49.9	38.3	48.8	43.9	54.6	65.9	56.9	75.4	—	—	—
SENSENOVA-SI-1.1-INTERNVL3-8B2026.02	54	68.8	43.3	85.7	54.7	47.7	63.9	55.5	72	45.8	23.8	33
GROK42026.02	53.3	47.9	37.8	63.6	43.2	47	56.4	54.9	75.5	—	—	—
SENSENOVA-SI-1.1-QWENVL3-8B2026.02	52.2	64.8	38.1	73.8	51.2	49.6	61.9	53.2	72.5	40.8	25.5	43
QWEN3-VL-8B-INSTRUCT2026.02	47.3	57.9	31.1	29.4	42.2	45.8	66.7	53.9	77.7	39.6	28.4	47
VST-7B-SFT2026.02	47.2	55.5	32.5	39.7	50.5	39.7	61.9	54.6	73.7	46.6	24.9	39.5
SENSENOVA-SI-1.1-QWENVL2.5-7B2026.02	46.5	58.1	32.8	54.7	45.5	43.9	55.3	46.3	71.4	38.2	26.1	39.3
INTERNVL3.5-8B2026.02	46	56.1	29	40.2	40	43.8	58.2	49.2	75.7	38.2	28	47.4
SENSENOVA-SI-1.1-BAGEL-7B-MOT2026.02	45.5	41.5	34.5	46.8	46.9	42	65.4	42.4	69	44.7	23.8	44
VLM-3R-LLAVA-QWEN2-LORA2026.02	44.2	60.7	27.9	40	40.5	31.3	52.3	51.5	68.2	42.4	27.8	43.3
VST-3B-SFT2026.02	44.1	51.4	28.8	36	52.9	35.9	58.8	54.1	69	37.7	24.3	36.5
SENSENOVA-SI-1.1-INTERNVL3-2B2026.02	43.6	63.7	34.2	41.8	52.7	36.8	52.4	50.5	62.8	38	20.4	26.4
INTERNVL3-8B2026.02	43.4	42.1	28	41.5	38.7	41.1	53.5	44.2	76.3	35.9	30.2	45.3
CAMBRIAN-S-7B2026.02	43.3	62.9	27.1	37.9	41.3	36.1	37.9	54.8	72.8	37.9	25.2	41.9
BAGEL-7B-MOT2026.02	42.8	31.4	31	34.7	41.3	37	63.6	50.2	73.1	39.1	27.8	41.7
SENSENOVA-SI-1.1-QWENVL2.5-3B2026.02	41.3	54.9	30.8	52.6	43.5	37.8	45.6	45	55.2	30.8	25.1	32.5
QWEN3-VL-2B-INSTRUCT2026.02	41.1	50.4	28.9	34.5	37	35.7	53.2	—	70.1	33.9	26.6	34.6
CAMBRIAN-S-3B2026.02	40.4	56.1	27	38.4	41	31	37.7	50.9	63.5	33	23.9	41.9
QWEN2.5-VL-7B-INSTRUCT2026.02	39.9	32.3	26.8	36	36.9	37.6	55.9	43.5	71.8	33.8	27.1	37.4
VILASR2026.02	39.5	44.6	30.2	35.1	35.7	38.7	51.4	46.6	67.3	37.4	28.3	19.2
SPACER-SFT-7B2026.02	39.4	41.6	27.4	38	35.9	34.3	49.6	40.5	66.9	34.2	24.7	41
SPATIALLADDER-3B2026.02	39.1	44.9	27.4	43.5	39.9	28	43	42.8	58.2	32.9	27.4	41.9
QWEN2.5-VL-3B-INSTRUCT2026.02	38.2	27	28.6	37.6	32	33.1	48.7	53.9	62.3	28.3	27.7	41.1
INTERNVL3-2B2026.02	37.9	33	26.5	37.5	32.6	30	50.8	47.7	60.1	27.2	29.1	42
SPATIAL-MLLM-SUBSET-SFT2026.02	35.8	46.3	26.1	33.5	34.7	18	40.5	36.2	50	35.3	—	38
MINDCUBE-QWEN2.5VL-RAWQA-SFT2026.02	20.6	17.2	1.7	51.7	24.1	6.3	35.1	2.8	37	20.8	5.2	24.5