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Languages with overt inflection share more agreement circuitry, revealing that multilingual LLMs reuse computational structures instead of relying on distinct solutions for each language.
Open-weight models can now generate realistic, long-form doctor-patient conversations with corresponding SOAP notes, providing a valuable resource for training and evaluating long-context audio reasoning systems.
