Multimodal Agent Task on VisualToolBench benchmark leaderboard · SOTA2 Research

Multimodal Agent Task on VisualToolBench

46.5Average@4XSkill

Evaluation Results

Method	Links
XSkill2026.03		46.5	64.02
w/ Tools2026.03		41.94	60.75
AWM2026.03		41.94	59.35
Agent-KB2026.03		41.75	61.21
DC2026.03		41.7	59.81
XSkill2026.03		30.49	46.73
Qwen3.5-Plus2026.05		29.21	49.07
Agent-KB2026.03		26.75	41.12
Qwen3.5-35B-A3B2026.05		26.4	41.59
AWM2026.03		25.93	39.25
w/ Tools2026.03		25.35	40.65
Gemini-2.5-Pro2026.05		25.35	40.65
No Tools2026.03		25.12	36.92
XSkill2026.03		25	41.12
DC2026.03		24.77	37.38
Agent-KB2026.03		24.77	38.32
XSkill2026.03		24.53	37.85
w/ Tools2026.03		24.3	37.85
GPT-5-mini2026.05		24.3	37.85
DC2026.03		23.83	35.05
AWM2026.03		23.25	34.58
Agent-KB2026.03		22.78	36.92
Qwen3.5-35B-A3B2026.05		22.43	35.51
Qwen3.5-35B-A3B2026.05		21.38	39.72
AWM2026.03		21.14	36.92
Kimi-K2.52026.05		21.03	34.11
No Tools2026.03		20.91	28.97
Gemini-2.5-Pro2026.05		20.91	28.97
DC2026.03		20.44	33.64
w/ Tools2026.03		19.63	34.11
o4-mini2026.05		19.63	34.11
GLM-4.6V2026.05		17.76	34.11
Qwen3.5-Plus2026.05		17.17	28.04
GLM-4.6V2026.05		15.89	31.78
Qwen3.5-35B-A3B2026.05		15.65	28.04
No Tools2026.03		14.72	27.57
o4-mini2026.05		14.72	27.57
No Tools2026.03		13.9	22.9
GPT-5-mini2026.05		13.9	22.9
Kimi-K2.52026.05		12.85	19.63