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ResearchFormerly WizWand

Behavior Tree Synthesis on 10 Real-world User Requests 1.0 (test)

100TSR (%)Gemini 3 Flash

Evaluation results

Method	Links
Gemini 3 Flash2026.04		100	100	0	6.2	33.6	0.56	52.2	100	—
Pixtral-12B2026.04		100	100	0	6	23.1	0.59	30.1	100	61.85
Pixtral-12B2026.04		90	100	0	6	22.1	0.54	35.8	100	60.12
GPT-52026.04		80	80	0	6.2	40.4	0.58	64	80	—
Pixtral-12B2026.04		80	100	10	6	25.1	0.58	38.4	90	52.24
Pixtral-12B2026.04		70	100	30	6	21.8	0.48	32.1	90	54.42
Pixtral-12B2026.04		70	100	0	6	21.4	0.51	34.1	100	59.88
Pixtral-12B2026.04		60	90	20	5.4	19.2	0.42	28.1	100	54.39
Pixtral-12B2026.04		50	90	10	4.8	15.6	0.38	24.5	80	58.21
Pixtral-12B2026.04		40	100	60	6	12.8	0.3	33.4	100	58.45
Pixtral-12B2026.04		40	100	60	6	12.8	0.3	33.4	100	61.64
Pixtral-12B2026.04		30	40	0	2.1	6.7	0.2	10.1	30	40.54
Pixtral-12B2026.04		30	70	30	4.2	14.5	0.31	19.8	80	54.45
Pixtral-12B2026.04		20	50	0	3.4	11.2	0.28	15.6	100	54.66
Pixtral-12B2026.04		20	40	10	2.4	7.1	0.18	12.4	40	58.27
Pixtral-12B2026.04		10	10	0	0.6	1.9	0.06	3	10	53.86
Pixtral-12B2026.04		10	40	20	1.8	5.2	0.12	8.4	20	55.45
GPT-52026.04		0	0	0	0	0	0	0	0	—
Gemini 3 Flash2026.04		0	0	0	0	0	0	0	0	—
Pixtral-12B2026.04		0	0	0	0	0	0	0	0	52.8
Pixtral-12B2026.04		0	10	0	0.8	2.1	0.04	3.5	0	18.42
Pixtral-12B2026.04		0	0	0	0	0	0	0	0	309.71