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Web Navigation on WebArena (test)

63.3Average Task Completion

WebNavigator

Updated 5d ago

Evaluation Results

Method
WebNavigator 2026.03	63.3	62.2	53.2	51.9	-	85.9	72.9	66.5	-	-
CUGA 2026.03	61.7	61.7	64.2	58.3	-	75.5	35.4	62.6	-	-
PolySkill 2025.10	59.5	62.5	27.4	58.3	63.5	80.4	-	-	-	25.6
WebNavigator 2026.03	57.1	50	51.4	51.9	-	85.9	50	58.2	-	-
ASI 2025.10	55.8	64.2	26.7	59.1	61.3	78.5	-	-	-	20.1
WebNavigator 2026.03	49.9	42.2	51.4	44.4	-	73.6	50	48.6	-	-
PolySkill 2025.10	49.3	54.2	18.9	51.4	54.8	73.2	-	-	-	18.9
WebNavigator 2026.03	47.8	50.6	44	44.9	-	75.5	43.8	45.1	-	-
SkillWeaver 2025.10	47.5	55.1	19.1	46.2	52.7	72.5	-	-	-	16.2
AUTOGUIDE 2024.03	47.1	-	-	-	-	-	-	-	-	-
ASI 2025.10	46.5	46.8	21.5	46.3	53.6	73.7	-	-	-	15.1
AgentOccam 2026.02	45.7	38.9	52.3	43.3	-	67	-	46.2	-	-
Plan-and-Act 2026.03	45.7	-	-	-	-	-	-	-	-	-
Baseline 2025.10	45.6	46.7	18.3	44.7	50.8	70.2	-	-	-	12.1
CLAUDE-3.7-SONNET 2025.06	45.4	52	47.7	37	37.4	58.8	-	-	-	-
PolySkill 2025.10	45.2	46.1	17.1	44.4	46.3	64.2	-	-	-	16.8
ASI 2025.10	43.9	47.2	16.7	45.1	44.8	63.5	-	-	-	13.1
SkillWeaver 2025.10	43.6	50.3	17.2	39.3	48.2	71.2	-	-	-	16.3
AgentOccam 2026.03	43.1	37.8	46.8	40.6	-	61.3	14.6	45.6	-	-
AgentOccam 2026.03	42.9	44.4	40.4	33.7	-	60.4	25	46.7	-	-
PolySkill 2025.10	39.8	41.6	17.8	39.4	44.5	63.2	-	-	-	13
PLAN-MCTS 2026.02	39.2	33.7	24.6	43.6	-	54.1	-	40.5	-	-
Hybrid Agent 2024.10	38.9	44.4	45.9	25.7	41.2	51.9	16.7	-	-	-
ASI 2025.10	38.9	40.8	17.3	38.6	43.7	62.5	-	-	-	12.1
AgentHER-MJ 2026.03	38.9	-	-	-	-	-	-	-	-	-
Baseline 2025.10	38.5	38.9	16.4	37.4	44	66	-	-	-	10.3
RL-HybridReward-Zero 2026.02	38.1	35.4	42.3	40	-	36.1	-	37.6	-	-
SkillWeaver 2025.10	38.1	38.5	12.7	31.3	36.1	58.7	-	-	-	11.4
AgentHER-SJ 2026.03	38.1	-	-	-	-	-	-	-	-	-
GPT-4O 2025.06	37.6	36.7	37.5	32.3	35.7	50.9	-	-	-	-
WebPilot 2026.02	37.2	39.4	33.9	36.9	-	64.1	-	24.7	-	-
WebPilot 2026.03	37.2	39.4	33.9	36.9	-	65.1	-	24.7	-	-
CER 2025.06	36.7	37.2	30.4	32.8	-	-	-	41.2	41.2	-
CER 2026.02	36.7	37.2	30.4	32.8	-	41.2	-	41.2	-	-
SteP 2024.10	36.5	32.2	31.2	50.8	23.6	57.5	10.4	-	-	-
Baseline 2025.10	36.2	37.5	15.7	36.1	40.9	59.4	-	-	-	10
Branch-and-Browse 2026.02	35.8	36.7	46.8	34.6	-	50.9	-	26.4	-	-
Branch and browse 2026.03	35.8	36.7	46.8	34.6	-	50.9	18.8	26.4	-	-
AWM 2024.10	35.5	35	42.2	32.1	29.1	54.7	18.8	-	-	-
AWM 2026.02	35.5	35	42.2	32.1	-	54.7	-	29.1	-	-
R-WoM 2025.10	34.58	-	-	-	-	-	-	-	-	-
Baseline 2025.10	34.4	27.7	10.5	28.1	31.2	52.4	-	-	-	6.8
SkillWeaver 2025.10	33.6	39.1	16.4	34.2	39.7	54.8	-	-	-	11.2
CER 2025.06	33.4	36.7	29.5	29.2	-	-	-	36.8	33.3	-
SteP 2026.02	33.3	26.7	35.8	33.2	-	52.8	-	32.4	-	-
CER 2025.06	33.2	34.2	28.6	29.2	-	-	-	36.3	37.7	-
R-WoM 2025.10	33.15	-	-	-	-	-	-	-	-	-
SteP 2025.06	33	32	30	37	-	-	-	24	59	-
SteP 2026.03	33	32	30	37	-	59	-	24	-	-
RAG 2025.10	32.75	-	-	-	-	-	-	-	-	-
WebDreamer 2025.10	31.86	-	-	-	-	-	-	-	-	-
Browsergym 2026.03	31.4	-	-	-	-	-	-	-	-	-
SFT-Success 2026.03	30.8	-	-	-	-	-	-	-	-	-
RAG 2025.10	30.7	-	-	-	-	-	-	-	-	-
AgentHER-MJ 2026.03	30.5	-	-	-	-	-	-	-	-	-
WebDreamer 2025.10	29.82	-	-	-	-	-	-	-	-	-
AgentHER-SJ 2026.03	29.7	-	-	-	-	-	-	-	-	-
Rejection-Sampling 2026.03	29.4	-	-	-	-	-	-	-	-	-
API-Based Agent 2024.10	29.2	43.9	45.4	25.1	20.3	18.9	8.3	-	-	-
Vanilla 2025.10	28.92	-	-	-	-	-	-	-	-	-
R-WoM 2025.10	28.49	-	-	-	-	-	-	-	-	-
Reflexion 2026.03	28.1	-	-	-	-	-	-	-	-	-
AgentHER-MJ 2026.03	27.8	-	-	-	-	-	-	-	-	-
Vanilla 2025.10	27.74	-	-	-	-	-	-	-	-	-
Baseline 2026.02	27.4	30	8.2	30.7	-	28.3	-	34.1	-	-
R2D2 2025.01	27.3	28	28	36	-	21	-	30	-	-
AgentHER-SJ 2026.03	27	-	-	-	-	-	-	-	-	-
AutoEval 2024.10	26.9	25	27.5	39.6	20.9	20.8	16.7	-	-	-
AutoEval 2026.02	26.9	25	27.5	39.6	-	20.8	-	20.9	-	-
SFT-Random 2026.03	26.3	-	-	-	-	-	-	-	-	-
TTI 2026.02	26.1	15.7	40.5	33.9	-	35.3	-	15.5	-	-
AgentHER-MJ 2026.03	26.1	-	-	-	-	-	-	-	-	-
AgentHER-SJ 2026.03	25.3	-	-	-	-	-	-	-	-	-
GPT-4.1 2025.11	25.22	26.79	21.9	30.91	-	15.38	-	24.56	-	-
WebDreamer 2025.10	24.5	-	-	-	-	-	-	-	-	-
BrowserGym 2025.06	24.3	21.4	18.4	26.6	-	-	-	28	22.8	-
BrowserGym 2026.02	24.3	21.4	18.4	26.6	-	22.8	-	28	-	-
Learn-by-Interact 2026.02	24.2	-	-	-	-	-	-	-	-	-
BrowserGym 2025.01	23.5	-	-	-	-	-	-	-	-	-
UI-TARS + SFT 2025.11	23.45	21.43	28.12	25.45	-	19.23	-	22.81	-	-
AR 2025.01	23.4	18	27	32	-	24	-	16	-	-
SFT-Success 2026.03	23.4	-	-	-	-	-	-	-	-	-
LATS 2025.01	22.5	17	27	30	-	25	-	15	-	-
RAG 2025.10	22.42	-	-	-	-	-	-	-	-	-
AgentTrek 2026.02	22.4	-	-	-	-	-	-	-	-	-
Vanilla 2025.10	21.84	-	-	-	-	-	-	-	-	-
ExpeL 2024.03	21.8	-	-	-	-	-	-	-	-	-
Rejection-Sampling 2026.03	21.8	-	-	-	-	-	-	-	-	-
GO-BROWSE-7B 2025.06	21.7	15.3	17.9	22.4	25.3	30.7	-	-	-	-
Base 2026.03	21.4	-	-	-	-	-	-	-	-	-
Webarena 2026.03	21.1	22.2	18.4	24.6	-	22.6	8.3	20.3	-	-
Qwen + SynthAgent 2025.11	20.8	19.64	28.12	20	-	15.38	-	21.05	-	-
AutoEval 2025.01	20.2	-	-	-	-	-	-	-	-	-
AutoEval 2025.06	20.2	28.6	31.9	25.5	-	-	-	18.1	25.4	-
Auto-Eval 2026.03	20.2	-	-	-	-	-	-	-	-	-
GPT-4O-MINI 2025.06	19.3	20.9	15.6	19.3	19.2	21.1	-	-	-	-
Search Agent 2026.02	19.2	13.9	26.6	27.8	-	11.3	-	16.5	-	-
Tree search 2026.03	19.2	13.3	25.8	28.1	-	10.5	-	16.5	-	-
Reflexion 2026.03	19.1	-	-	-	-	-	-	-	-	-
Tree-Search 2025.01	19	13	26	28	-	11	-	17	-	-

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