GeoBrowse - Level 1 State (GATE Agent): leaderboard

Metric: Accuracy (%) on the state-level targets of GeoBrowse Level 1 (199 street-scene instances whose location must be composed from weak, fragmented visual cues), judged correct by an LLM judge with the Humanity's Last Exam judging prompt, mean of 3 runs, under the benchmark's GATE agentic workflow: a ReAct loop with five image tools (crop, super-resolution and others) and four knowledge tools (web text and image search, page visits, code) under a fixed protocol, tool suite and call budget; higher is better. Source: arxiv.org. Saturation forecast: Around July 2027. 9 models tracked.

Top models

#ModelScore
1Gemini 3 Pro42.6
2Claude Opus 4.532.7
3Gemini 2.5 Pro23.6
4GPT-523.6
5GPT-4o20
6GPT-4.120
7Llama 3.2 90B10.9
8Qwen 2.5 VL 7B9.1

Interactive version: theaggregate.ai/benchmark?slug=geobrowse-level-1-state-gate-agent · How It Works · Data refreshed daily, snapshot 2026-10-07.