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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.

Z.ai Reframes Scaling Beyond Parameter Counts

Z.ai Reframes Scaling Beyond Parameter Counts

Z.ai argues that model scaling should account for data, compute allocation, inference cost, sparsity, effective depth, and post-training—not parameters alone. The post presents GLM-5.3 as a controlled experiment using the same total and activated parameters as GLM-5.2 while scaling long-horizon environments and reinforcement learning for one month.

Reddit r/LocalLLaMACommunity1d ago#scaling-laws#mixture-of-experts#post-training
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