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ResearchFormerly WizWand

Mobile UI Task Automation on AndroidWorld (full)

82.79Success Rate (Easy)Gemini-3-Flash

Evaluation results

Method	Links
Gemini-3-Flash2026.05		82.79	61.81	31.58	67.89	61,207.18	12.17	1,042.4
Gemini-3-Flash2026.05		81.15	58.33	35.53	66.59	56,767.73	11.69	980.39
GPT-5.42026.05		76.23	59.72	31.58	63.79	48,557	12.46	1,017.37
GPT-5.42026.05		72.68	41.67	29.82	56.03	2,178.89	11.44	220.6
Gemini-3-Flash2026.05		72.13	44.44	10.53	53.44	217,123.29	12.72	2,714.06
GPT-5.42026.05		72.13	54.17	34.21	60.34	56,754.34	12.61	1,353.21
GPT-5.42026.05		69.67	56.94	26.32	58.62	224,245.86	12.31	3,107.67
Qwen3-VL-32B2026.05		64.75	50.69	21.05	53.23	47,497.21	13.87	958.14
Qwen3-VL-32B2026.05		63.11	50	21.05	52.16	51,497.53	14.1	1,095.01
Qwen3-VL-32B2026.05		63.11	43.06	18.42	49.57	209,073.95	13.89	2,490.72
Qwen3-VL-32B2026.05		62.57	44.9	24.56	50.86	1,907.01	13.78	553.32
Gemini-3-Flash2026.05		62.29	44.44	24.56	50.57	1,238.86	11.05	290.61
Qwen3-VL-8B2026.05		59.01	34.72	17.1	44.61	54,461.79	13.02	439.93
Qwen3-VL-8B2026.05		54.92	31.94	13.16	40.95	214,360.66	13.44	2,600.86
Qwen3-VL-8B2026.05		54.64	27.77	16.66	40.08	1,698.13	13.69	144.56
Qwen3-VL-8B2026.05		50.82	33.33	11.84	39.01	58,548.32	13.87	1,469.09