OmniUE achieves 83.7% improvement on visual-interactive benchmarks over state-of-the-art baselines

OmniUE consistently surpasses state-of-the-art baselines across diverse modalities, with average improvements of 10.5% on textual-interactive video benchmarks (MMEB-v2-video), 1.1% on audio tasks (MAEB), 83.7% on visual-interactive benchmarks (SCaR), and 24.1% on our omni-interactive OmniCHOIR benchmark.

http://arxiv.org/abs/2608.27044v1