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AdaCodec cuts time-to-first-token from 9.26 seconds to just 1.62 seconds while outperforming traditional per-frame RGB encoding methods.
Current OmniLLMs stumble when processing real-world, long-form audio-visual content, achieving only ~35-65% accuracy on a new benchmark designed to test long-term memory and fine-grained understanding.
