GameplayQA - Event Recognition: leaderboard

Metric: Accuracy (%) on the 61 Event Recognition questions (the model must identify world events in the environment) of GameplayQA (multiple-choice questions on synchronized first-person 3D gameplay videos with structured distractors, zero-shot; Gemini models take the whole video, the others 1 frame per second up to 32 frames); higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 16 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 VL 30B A3B Instruct82#365
2Gemini 2.5 Pro80.3#145
3Qwen 3 VL 235B A22B Instruct80.3#264
4Seed 1.6 Flash74.6#427
5Seed-1.673.8#257
6Gemini 2.5 Flash72.1#237
7GPT-5 Nano72.1#415
8GPT-5 Mini72.1#176
9Qwen 3 VL 8B Instruct72.1#401
10GPT-568.9#91
11Gemini 3 Flash68.9#93
12Claude Sonnet 4.565.6#138
13Gemma 3 4B (IT)63.9#971
14Gemma 3 27B (IT)60.7#509
15Claude Haiku 4.560.7#271

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=gameplayqa-event-recognition · How It Works · Data refreshed daily, snapshot 2026-10-11.