EgoSound is a new benchmark with 7315 QA pairs across seven tasks to evaluate egocentric sound understanding in multimodal large language models.
Savvy: Spatial awareness via audio-visual llms through seeing and hearing.arXiv preprint arXiv:2506.05414
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AV-Phys Bench shows that current joint audio-video models lack robust physical commonsense, with major drops on transitions and deliberate anti-physics prompts.
MLLMs achieve only 42% accuracy on a new audio-visual task requiring second-order spatial ToM under perceptual limits, while a proposed sensory-bounded CoT outperforms egocentric and allocentric baselines.
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Beyond the Cartesian Illusion: Testing Two-Stage Multi-Modal Theory of Mind under Perceptual Bottlenecks
MLLMs achieve only 42% accuracy on a new audio-visual task requiring second-order spatial ToM under perceptual limits, while a proposed sensory-bounded CoT outperforms egocentric and allocentric baselines.