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ModeSwitch-LLM is a lightweight controller that routes LLM inference requests to appropriate fixed modes (e.g., FP16, quantization, speculative decoding) on a single GPU, achieving up to 2.10× latency speedup and 51.7% energy reduction without retraining the model.