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End-to-end framework for evaluating accuracy, latency, and energy of quantized LLMs (FP32, FP16, INT8). Includes pre-tokenized SST-2 datasets, reproducible inference harness, GPU power logging via nvidia-smi, and analysis tools for energy-aware model deployment.