360CityArena - Landmark Search (Language): leaderboard

Metric: Success rate (%; the agent must stop within 10 m of a landmark described in words; 25 human-authored tasks in a navigable reconstruction of the Akihabara district from 602 360-degree video segments; the agent acts with seven discrete view and movement actions and sees a map marking its position and heading; one run). Source: arxiv.org. Saturation forecast: Around 2038. 6 models tracked.

Top models

#ModelScore
1Gemini 2.5 Flash28
2InternVL3.5-8B20
3GPT-516
4Qwen 2.5 VL 32B Instruct16
5Claude Sonnet 4.54

Interactive version: theaggregate.ai/benchmark?slug=360cityarena-landmark-search-language · How It Works · Data refreshed daily, snapshot 2026-09-29.