User-Centric Continual Spatial Intelligence Reasoning on UCS-Bench benchmark leaderboard · SOTA2 Research

User-Centric Continual Spatial Intelligence Reasoning on UCS-Bench

91.7Trajectory & Movement (Overall)Human

Evaluation Results

Method	Links
Human2026.06		91.7	90.9	94.1	87.6	84	89.8	96.8	95	98.2	90	94.3	88.1	91
DirectMe (w/ Qwen3-VL)2026.06		54.1	53	57.2	47.6	50.2	46	58	55.7	59.8	46.4	53.7	43.1	50.5
InternVL32026.06		53.7	52.4	57.3	45.6	46.9	44.8	55.3	54	56.3	45.8	60.4	39.3	49.2
DirectMe (w/ InternVL3)2026.06		52.6	51.6	55.4	47.1	47.3	47	56.9	54.2	59.1	46	54.5	42.2	49.7
Qwen2.5-VL2026.06		50.3	49.4	53	40.9	43.1	39.5	55.4	50.4	59.3	46	56.4	41.4	47.3
Qwen3-VL2026.06		50.3	49	54.1	46.5	50.1	44.3	55.2	53.9	56.3	46.7	58.8	41.2	49
InternVL3.52026.06		50.2	49.5	52.2	46.3	45.9	46.6	53.9	53.5	54.2	45	56.5	40.1	48.1
Doubao-seed-1.6V2026.06		49.6	49.4	50.1	42.8	46.4	40.4	56	54.9	56.8	44.6	57	39	47.3
InternVL32026.06		44.9	44.4	46.5	39.1	42.2	37.2	52.2	48.6	55.1	42.2	53.5	37.1	43.8
Qwen3-VL2026.06		44.6	43.1	48.7	40.1	43.6	37.9	50.9	49.2	52.1	42.9	52.8	38.4	44
GPT-52026.06		44.5	43.3	48.1	37.8	40.2	36.3	55.4	52.9	57.5	41.4	58.8	33.5	43.7
InternVideo2.52026.06		44.2	43.9	45.2	39.4	42.4	37.5	52.7	49.1	55.5	42.2	53	37.4	43.8
Cambrian-S2026.06		44.2	44	44.5	35.9	36.2	35.7	52.3	43.7	59	40.8	50.4	36.6	42.4
InternVL3.52026.06		44	42.3	48.8	39.8	40.6	39.2	52.9	49.3	55.7	39.2	47.9	35.2	42.9
Gemini3-Flash2026.06		43.8	43.2	45.5	38	38.7	37.6	52.9	50.2	54.9	38.9	56.2	31.1	42.2
DeepseekV32026.06		42	41	44.8	33.2	35.4	31.6	37.7	45.9	31.2	32.3	36.8	30.3	35.6
Qwen2.5-VL2026.06		41.6	41	43.1	40.8	42.8	39.5	51.3	47.4	54.3	42.5	50.1	39.2	43.4
LLaVA-Video2026.06		40.4	40.9	38.7	38.7	42	36.6	47.2	45.9	48.2	41.8	52.4	37.1	41.7
Dispider2026.06		40.2	40.6	38.7	29.1	30.1	28.4	51.6	44.9	53.5	40.2	38.7	29.4	36.7
SenseNova-SI2026.06		38.2	38.7	36.3	30.8	32	30	49	47.2	50.3	37	45.5	33.3	37.8
ViLaSR2026.06		37.3	38.1	34.9	33.2	34.5	32.3	52.3	46	57.2	40.7	48.7	37.1	40.1
VideoChat-Online2026.06		35.7	36.3	33.7	30.3	32.2	29	51.9	45.7	56.8	36.4	43.1	33.5	37.5
VG-LLM2026.06		34.6	35.7	31.3	35	38.3	32.8	51.9	45.9	56.6	35.9	47.3	30.9	38.3
Spatial-MLLM2026.06		33.2	34.1	30.6	26.1	28.6	24.4	53.6	46	59.5	30.9	36.3	28.5	34.3
Flash-VStream2026.06		26.1	27.3	22.1	23	23.7	22.5	48.8	44.4	52.2	23.4	27.2	21.8	28.5
Random2026.06		19.1	20.8	14.2	22.7	24.4	21.5	49.7	51.8	48.1	19.4	20.3	19	25.7