Causal Spatial Reasoning on CausalSpatial Level 2 benchmark leaderboard · SOTA2 Research

Causal Spatial Reasoning on CausalSpatial Level 2

78.57Collision AnticipationHuman

Evaluation Results

Method	Links
Human2026.01		78.57	97.22	97.5	62.5	83.54	—
Gemini2.5 Flash2026.01		42.31	58.33	25.93	55.47	46.53	1.79
GPT52026.01		40.94	50	62.96	64.96	54.52	1.08
GPT5-mini2026.01		35.43	47.22	50	67.88	51.41	3.94
Qwen3-VL-30B-A3B-T.2026.01		35.09	63.89	46.3	48.18	44.79	0.36
Gemini2.5 Pro2026.01		30.65	52.78	48.15	64.96	48.85	0.36
Qwen2.5-VL-7B-I.2026.01		30.4	41.67	24.07	38.69	33.79	5.73
Qwen3-VL-30B-A3B-I.2026.01		30.16	52.78	31.48	52.55	41.32	1.08
Sonnet 3.72026.01		29.41	48.61	34.26	60.58	44.16	17.29
Spatial-MLLM2026.01		24.41	44.44	12.96	24.82	24.56	0.72
Qwen3-VL-4B-I.2026.01		24.41	44.44	16.67	62.77	40.11	10.39
Qwen3-VL-8B-T.2026.01		23.75	44.44	22.22	34.31	29.71	1.79
Qwen3-VL-8B-I.2026.01		22.76	36.11	29.63	50.36	35.85	7.89
Qwen3-VL-2B-I.2026.01		19.35	38.89	22.22	37.96	28.98	1.79
Spatial-VLM2026.01		15.75	41.67	24.07	37.96	28.25	7.17
LLaVAOneVision1.5-8B-I.2026.01		15.38	41.67	20.37	38.69	27.84	23.3
Random2026.01		8.54	33.33	20.37	32.14	24.5	—