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How Language Models ‘Hear’: Mapping Auditory Attribute Processing Within AI.
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How Language Models ‘Hear’: Mapping Auditory Attribute Processing Within AI.
Analysis of large language models (LLMs) processing audio reveals that accurate auditory attribute recognition correlates with sustained information across layers, contrasting with declining performance when attribute data diminishes, and highlighting a reliance on direct input querying rather than internal state aggregation for effective attribute prediction.
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