Small language models rival large ones on several wearable health prediction tasks, with large efficiency gains, but suffer from class imbalance and poor calorie regression.
Personal health llms: Towards context-aware and adaptive health monitoring from wearable sensor data.Nature Medicine, 2025
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HealthSLM-Bench: Benchmarking Small Language Models for Mobile and Wearable Healthcare Monitoring
Small language models rival large ones on several wearable health prediction tasks, with large efficiency gains, but suffer from class imbalance and poor calorie regression.