WebRetriever (Protocol III, End-to-End): leaderboard

Metric: Success rate (%; 100 end-to-end tasks that require navigating and extracting a unique factual answer from text, documents or charts; live websites from WebRetriever (800 sites across consumer, professional and enterprise domains), each task starting from a fixed entry URL with search engines blocked, Playwright-based online harness; task success judged by human annotators). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 6 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro (Harness: Computer-use)21
2Claude Sonnet 4.5 (Harness: Computer-use)16
3Browser Use + GPT-4o (2024-08-06)11
4Agent-E + GPT-4o (2024-08-06)9
5UI-TARS-1.58
6SeeAct + GPT-4o (2024-08-06)6

Interactive version: theaggregate.ai/benchmark?slug=webretriever-protocol-iii-end-to-end · How It Works · Data refreshed daily, snapshot 2026-09-29.