E3VS-Bench - Object Attribute: leaderboard

Metric: Judge score on Object Attribute questions (physical characteristics and features of an object) 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 February 2028. 8 models tracked.

Top models

#ModelScore
1Gemini 3 Pro3.18
2GPT-5.1 (Non-reasoning)2.53
3Gemini 2.5 Pro2.45
4Step3 VL 10B2.38

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