Meta's MMI Benchmark: Top Open Models Get Cross-Modal Outputs Right Only ~25% of the Time

_dieuwke_ · x · 2026-11-14

Meta Superintelligence Labs released the Modality Maturity Index (MMI): 893 human-written prompts mixing text, image, audio, video and documents in both inputs and expected outputs. Even frontier open models return the right modalities only 25% of the time. Top open models: Muse Spark Open (Meta) 15.55, Nemotron 3 Nano Omni (NVIDIA) 13.67, Qwen3-Omni (Alibaba) 13.54. Live leaderboard on Hugging Face.

Related event: Meta Launches MMI Benchmark, Frontier Open Models Hit Only ~25% Cross-Modality Accuracy(2 posts)→

Original post →

More from Research

Research channel →