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The University of Melbourne
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LALMs struggle to remember non-speech sounds across multi-turn conversations not because of faulty attention, but because their internal representations of those sounds drift over time.
LALMs can learn to strategically "think aloud" during spoken interactions, improving accuracy and reducing response latency by externalizing intermediate reasoning steps.
