SOTA Web navigation benchmarks and papers with code

Benchmarks

Dataset Name	SOTA Method	Metric
WebArena	STRUCTUREDAGENT	Overall Success Rate52.6	48	4d ago
WebShop Source	MemoryBank	Success Rate100	27	1mo ago
Mind2Web Cross-Domain		Element Accuracy (EA)53.25	26	20d ago
Mind2Web	Triton-GRPO-32B	Overall Success Rate58.7	26	4d ago
WebShop Drift II	Vanilla + GLOVE	Success Rate95	18	1mo ago
WebShop Drift I	Generative Agent + GLOVE	Success Rate95	18	1mo ago
WebShop Drift II - Semantic Shift	Voyager + GLOVE	Success Rate95	18	1mo ago
WebShop Drift I - Semantic Shift	Vanilla + GLOVE	Success Rate95	18	1mo ago
WebArena Lite	Gemma3 + MiRA	Reddit SR73.7	16	26d ago
Mind2Web Live (test)		Task Completion Rate52.8	16	1mo ago
MiniWob++	Explorer-7B	Accuracy53.26	15	1mo ago
WebShop unseen (test)	ProxMO	Score87.2	14	1mo ago
WebVoyager (test)		Success Rate87	14	1mo ago
WebShop Implicit Hidden Drift	Llama3.3-70B + GLOVE	Success Rate (Source)100	14	1mo ago
WebShop Explicit Structural Drift II	Llama3.3-70B + GLOVE	Success Rate (Source)95	14	1mo ago
Multimodal-Mind2Web Average	Explorer-7B	Avg. Step Success Rate54.3	14	1mo ago
WebShop	IPR	Average Score71.3	13	1mo ago
WebShop (test)	SELAUR	Score0.8935	12	1mo ago
WebVoyager 1.0 (test)	Mistral 24B distilled student agent	Allrecipes62.5	12	1mo ago
Mind2Web Cross-website 1.0	PolySkill (+Update)	Success Rate47.1	10	1mo ago
WebNav	Lens 7B	Task Performance26.5	9	12d ago
WebArena Lite In-distribution		Avg Score (GitLab)60	9	17d ago
WebShop LeaderBoard	CuES	Greedy Score64.1	9	1mo ago
WebShop Semantic Shift baseline (Source)	MemoryBank	Success Rate9,500	9	1mo ago
WebShop semantic shift Implicit Drift (Source)	Voyager	Score50	9	1mo ago

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