SuperMemory-VQA (EgoButler): leaderboard

Metric: Four-way QA accuracy (%) under the EgoButler hierarchical-memory framework; only the correct option is credited; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 10 models tracked.

Top models

#ModelScore
1Gemini 3 Flash54.1
2GPT-5.448
3GPT-5.4 Mini46
4Gemini 3.1 Pro (Preview)42.6
5Gemma 4 31B (IT)41.5
6InternVL3.5-8B39.8
7gemma-4-E4B-it36.4

Interactive version: theaggregate.ai/benchmark?slug=supermemory-vqa-egobutler · How It Works · Data refreshed daily, snapshot 2026-09-29.