E3VS-Bench - Object State: leaderboard

Metric: Judge score on Object State questions (open/closed and similar states visible only from suitable viewpoints) of the E3VS-Bench test split (377 episodes, 21 3D Gaussian Splatting scenes): the model drives a 5-DoF camera agent (at most 25 steps) to a viewpoint from which the question can be answered; GPT-5.1 then answers from the agent's final view and a GPT-5.1 judge scores the answer 5 (correct) or 1 (incorrect); mean judge score on a 1-5 scale; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 8 models tracked.

Top models

#ModelScore
1Gemini 3 Pro2.55
2Gemini 2.5 Pro2.36
3Step3 VL 10B2.27
4GPT-5.1 (Non-reasoning)2.18

Interactive version: theaggregate.ai/benchmark?slug=e3vs-bench-object-state · How It Works · Data refreshed daily, snapshot 2026-10-07.