Visual Planning on Maze (Path Metrics) benchmark leaderboard · SOTA2 Research

Visual Planning on Maze (Path Metrics)

7.2Path Length Metric 3LLaVA-OneVision-7B

Evaluation Results

Method	Links
LLaVA-OneVision-7B2026.06		7.2	4	5.6	4.4	5.3
InternVL3-8B2026.06		10	7.6	7.6	4	7.3
Qwen2.5-VL-3B-Instruct2026.06		10	5.6	5.6	5.2	6.6
Qwen2.5-VL-7B-Instruct2026.06		11.2	6	10.8	3.6	7.9
Qwen3-VL-4B-Instruct2026.06		24.4	12	5.2	4.8	11.6
Qwen3-VL-235B-A22B-Instruct2026.06		32	24	22.4	16.4	23.7
Claude-4.5-Haiku2026.06		34.8	30	21.6	15.2	25.4
Qwen3-VL-8B-Instruct2026.06		35.2	20	15.2	8.8	19.8
GPT-4o2026.06		38	30.4	20.4	16.8	26.4
Gemini-2.5-Pro2026.06		41.2	21.6	13.6	8.8	21.3
Gemini-2.5-Flash2026.06		44	32.8	22.8	15.6	28.8
MGSD-4B2026.06		48.6	35.6	21.6	14.8	29.7
Symbolic-Input Qwen3-VL-4B2026.06		50.4	38.4	25.6	17.2	32.9
MGSD-8B2026.06		52	36	28.4	18	33.6
Qwen3-VL-32B-Thinking2026.06		54.4	34	19.2	17.6	31.3
Kimi-K2.52026.06		58.4	43.6	33.6	20.4	39
Symbolic-Input Qwen3-VL-8B2026.06		61.6	46	31.6	29.6	42.2
Gemini-3-Flash2026.06		75.6	54.4	30	16.4	44.1
GPT-52026.06		77.2	44.4	26.4	16	41