TMD-Bench - Video Instruction Following: leaderboard

Metric: Video instruction following (0-100): the Gemini 3 Pro judgment of how well the generated dance video matches the content the prompt implies, normalized to 0-1 by the paper and reported here times 100, on the 100 prompts of the TMD-Bench test set (text-driven joint generation of music and a dance video); higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 9 models tracked.

Top models

#ModelScore
1Sora 291
2Veo 386
3Wan 2.676
4Kling 2.674
5Seedance 1.5 pro71
6Ovi58
7JavisDiT53
8UniVerse-152
9LTX-252

Interactive version: theaggregate.ai/benchmark?slug=tmd-bench-video-instruction-following · How It Works · Data refreshed daily, snapshot 2026-10-07.