Decision Making on ALFWorld, WebShop, ScienceWorld, and BabyAI (test) benchmark leaderboard · SOTA2 Research

Decision Making on ALFWorld, WebShop, ScienceWorld, and BabyAI (test)

66.42ALFWorld Success RateNPM + Workflows

Evaluation Results

Method	Links
NPM + Workflows2026.06		66.42	53.94	31.89	15.31	41.89
Workflows2026.06		62.69	48.93	29.57	10.4	37.9
NPM + Workflows2026.06		61.19	47.84	21.97	19.38	37.6
NPM2026.06		56.72	48.24	26.07	14.26	36.32
Workflows2026.06		52.99	45.73	23.59	14.6	34.23
Mass-Mean2026.06		49.25	44.26	25.32	8.71	31.89
CAA2026.06		47.01	20.66	9.17	14.31	22.79
Insights2026.06		46.27	45.22	28.09	7.77	31.84
Insights2026.06		44.03	40.72	22.59	12.09	29.86
NPM2026.06		40.3	48	18.2	19.04	31.39
No Memory2026.06		39.55	46.25	24.98	11.74	30.63
NPM + Workflows2026.06		38.81	51.21	10.97	36.9	34.47
Workflows2026.06		32.84	54.97	10.5	32.39	32.68
NPM2026.06		31.34	43.53	8.7	31.91	28.87
No Memory2026.06		30.6	44.81	18.4	18.75	28.14
Mass-Mean2026.06		29.1	39.07	18.16	17.82	26.04
Insights2026.06		28.36	47.96	10	27.78	28.53
Mass-Mean2026.06		26.87	34.21	8.02	29.73	24.71
CAA2026.06		26.87	25.52	11.48	3.48	16.84
No Memory2026.06		23.88	32.21	7.29	27	22.6
CAA2026.06		23.88	13.85	6.29	30.29	18.58