Artifact-Bench (AI-Generated Video) - Pairwise Realism Comparison: leaderboard

Metric: Accuracy (%) on the 250 questions asking which of two AI-generated videos is more realistic (PVRC), the unweighted mean of the three difficulty levels, 1,100 manually annotated questions on 1,350 real and AI-generated videos from seven generators, at 5 fps frame sampling, each model at its officially recommended decoding (Gemini 3.1 Pro at temperature 1.0 and high thinking level) or greedy, answers parsed by Gemini 3.1 Pro; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 19 models tracked.

Top models

#ModelScore
1Gemini 3 Flash50.9
2Qwen 3 VL 32B Instruct50.8
3Gemini 3.1 Pro (Preview)48.6
4Qwen 3 VL 8B Instruct45.8
5Qwen 3 VL 30B A3B (Thinking)44.9
6Qwen 3 VL 30B A3B Instruct44.6
7Qwen 3 VL 32B (Thinking)43.8
8Molmo2-8B40
9Qwen 3 VL 8B (Thinking)36.7

Interactive version: theaggregate.ai/benchmark?slug=artifact-bench-ai-generated-video-pairwise-realism-comparison · How It Works · Data refreshed daily, snapshot 2026-10-07.