EgoPoint-Bench - Simulation: leaderboard

Metric: Accuracy (%) over the 1,929 held-out simulation test questions (HM3D, HSSD and AI2-THOR scenes), all five dimensions; zero-shot (direct inference); true/false and single-choice questions by exact match, open-ended answers scored 0 to 1 by a GPT-4o judge; greedy decoding for open models, temperature 0 for API models; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 12 models tracked.

Top models

#ModelScore
1Qwen 3 VL 8B Instruct58.29
2Qwen 3 VL 32B Instruct58.28
3GPT-5 Mini57.66
4Gemini 3 Flash57.21
5Gemini 3 Pro56.44
6GPT-5.2 Instant54.8

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