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GUI Agent Planning and Execution on WebArena

70Success Rate (Gitlab)

WEBXSKILL (Grounded)

Updated 3d ago

Evaluation Results

Method	Links
WEBXSKILL (Grounded) 2026.04		70	57.7	100	69.5	65.9	65.7
WEBXSKILL + SkillWeaver 2026.04		66.7	53.9	68.4	59.7	56.8	57.1
Vanilla 2026.04		63.3	50	79	59.7	50	65.7
WEBXSKILL (Guided) 2026.04		63.3	61.5	89.5	68.8	59.1	80
Vanilla + MAP 2026.04		60	46.2	84.2	63	52.3	80
WEBXSKILL + WALT 2026.04		56.7	50	84.2	62.3	52.3	77.1
WEBXSKILL + SkillWeaver 2026.04		53.3	30.8	63.2	43.5	36.4	42.9
WALT 2026.04		51.8	28.1	57.7	42.9	30.9	47.4
WALT 2026.04		50	46.2	57.9	44.2	31.8	45.7
WEBXSKILL + WALT 2026.04		50	46.2	57.9	44.2	31.8	45.7
WEBXSKILL (Guided) 2026.04		50	57.7	63.2	53.9	47.7	57.1
WEBXSKILL (Grounded) 2026.04		46.7	38.5	47.4	48.7	47.7	60
SkillWeaver 2026.04		44.4	41.3	30.2	37.4	28.3	42.9
Vanilla 2026.04		43.3	42.3	57.9	45.5	40.9	48.6
Vanilla + MAP 2026.04		43.3	46.2	73.7	47.1	38.6	47.1
SkillWeaver 2026.04		40	46.2	66.7	43.8	37.8	38.7
Zero-Shot 2026.03		32.14	6.42	27.36	22.82	-	-
HATS 2026.03		27.81	24.77	20.19	24.87	-	-
HATS 2026.03		25	21.1	22.77	23.28	-	-
HATS 2026.03		22.73	20.19	17.92	20.6	-	-
OS-Genesis 2026.03		15.87	5	15.63	12.81	-	-
Task-Driven 2026.03		9.52	5	0	5.72	-	-
Task-Driven w. Self-Instruct 2026.03		9.52	7.5	0	6.41	-	-
OS-Genesis 2026.03		7.94	7.5	3.13	6.53	-	-
Task-Driven w. Self-Instruct 2026.03		7.94	0	6.25	5.3	-	-
Task-Driven 2026.03		6.35	2.5	0	3.58	-	-
OS-Genesis 2026.03		6.35	10	9.34	8.16	-	-
Task-Driven 2026.03		6.35	5	6.25	5.95	-	-
Task-Driven w. Self-Instruct 2026.03		4.84	7.5	3.13	5.12	-	-
Zero-Shot 2026.03		1.37	0.95	0.97	1.13	-	-
Zero-Shot 2026.03		1.14	0.98	1.96	1.32	-	-
Zero-Shot 2026.03		1.11	0	0.94	0.76	-	-