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How LLMs Are Transforming Mental Health Care

How LLMs Are Transforming Mental Health Care

This systematic review examines how large language models support mental-health applications, including social-media analysis, clinical conversational agents, therapy support, and psychoeducation. It also covers multimodal diagnosis, prompt engineering, interpretability, and the ethical and regulatory safeguards needed for responsible deployment.

Transfer More Knowledge with Less Multilingual Data

Transfer More Knowledge with Less Multilingual Data

Apple Machine Learning presents a lexical-intervention approach for improving cross-lingual knowledge transfer when target-language data is scarce. The work targets downstream capabilities such as scientific reasoning, commonsense inference, and world knowledge without relying heavily on parallel data, translation systems, or auxiliary models.

Apple Machine LearningOfficial23h ago#multilingual-models
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