A frozen-LLM framework with task-specific encoders, knowledge prompts, and LoRA tuning reports 4.4x and 3.4x improvements over prior models for unseen-environment light-based localization and indoor solar estimation.
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LightLLM: A Versatile Large Language Model for Predictive Light Sensing
A frozen-LLM framework with task-specific encoders, knowledge prompts, and LoRA tuning reports 4.4x and 3.4x improvements over prior models for unseen-environment light-based localization and indoor solar estimation.