# The Attention Triangle in Audio-Video Models > Source: > Published: 2026-09-07 09:00:03+00:00 Audio-video diffusion models rely on cross-modal attention to coordinate text, sound, and visual content, yet this same mechanism can introduce subtle and systematic semantic leakage. We study these models by probing and analyzing the ``attention triangle,'' comprising the three cross-attention edge