MVX-Bench - Forensic Detection: leaderboard

Metric: Accuracy (%) on the 100 Forensic Detection questions (pick the manipulated video of a real and a deepfake pair), MVX-Bench's multi-video multiple-choice questions (each pairs a question with several videos; 1,442 questions over 4,255 videos repurposed from 11 annotated video datasets), end-to-end inference at temperature 0; higher is better. Source: arxiv.org. Saturation forecast: Around 2028. 21 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.268#105
2Qwen 2.5 VL 7B Instruct59#643
3Qwen 3.6 27B (Non-reasoning)57#163 (Qwen 3.6 27B)
4Qwen 3.6 27B (Thinking)56#163 (Qwen 3.6 27B)
5Phi-4 Multimodal Instruct55#896
6Qwen 2.5 VL 32B Instruct52#443
7GPT-4o49#333
8Gemma 3 4B (IT)49#971
9Gemma 3 27B (IT)46#509
10Gemma 3 12B (IT)43#655
11Pixtral-12B43#795

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

Interactive version: theaggregate.ai/benchmark?slug=mvx-bench-forensic-detection · How It Works · Data refreshed daily, snapshot 2026-10-11.