AgentVQA - Egocentric Videos: leaderboard

AgentVQA:offline multiple-choice visual questions sampled across five agentic domains,200questions/domain. Measures decisions from observations,not online task execution. Explicit High/None GPT settings and GLM4.1V Base/Thinking remain distinct; no provider-default effort substitution. Accuracy (%).

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2029. 22 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.7 Flash72.5#140
2Qwen 3.8 27B69#111
3GPT-5.6 Sol (High)69#20 (GPT-5.6 Sol)
4Gemini 3.7 Flash67#22
5Qwen 3.5 397B A17B65#148
6GLM-4.5V65#348
7GPT-5.6 Luna (High)65#73 (GPT-5.6 Luna)
8Gemini 3.1 Pro (Preview)64#59
9Kimi K364#32
10Qwen 3.5 35B A3B62#259
11Claude Opus 4.860#36
12Qwen 3.5 122B A10B60#177
13Qwen 3.7 Plus60#98
14GPT-5.6 Sol (Non-reasoning)59#20 (GPT-5.6 Sol)
15Qwen 3.5 27B57#190

No result here: #4 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=agentvqa-egocentric-videos · How It Works · Data refreshed daily, snapshot 2026-10-24.