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Changsha University of Science and Technology
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Long-context models face a provable "impossibility triangle": you can't have efficiency, compactness, and unbounded recall *at the same time*.
FreezeEmpath achieves superior empathetic dialogue capabilities without the need for costly finetuning, relying instead on frozen LLMs and existing data.
Unlock zero-shot cross-lingual speech understanding and generation with a surprisingly data-efficient training method that aligns speech and text across languages.
