MLVU-Test - Plot QA: leaderboard

MLVU-Test Plot QA (PQA): the model must answer questions about specific plot events in movies and animated series, choosing among six options. Scored as accuracy in percent on the held-out long-video test set; higher is better (BAAI, CVPR 2025).

Metric: Multiple-choice accuracy (%). Source: github.com. Saturation forecast: Estimated already saturated. 35 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o57.1#741
2Qwen-VL-Max38#1226
3Claude 3 Opus20#1459

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=mlvu-test-plot-qa · How It Works · Data refreshed daily, snapshot 2026-11-12.