ResearchBenchmarksEnergy Profiling on Qwen-2.5-7B (Jetson Orin Nano, 512/512 inference)Energy Profiling on Qwen-2.5-7B (Jetson Orin Nano, 512/512 inference)Follow143.12Energy per RequestUniQL133.5996197.8623262.125326.3877Dec 3, 2025Evaluation resultsMethodMethodLinksEnergy per RequestUniQLW-bit=4, Prun. p%=35%W-bit=4, Prun. p%=35%2025.12143.12UniQLW-bit=4, Prun. p%=0%W-bit=4, Prun. p%=0%2025.12208.23TAO-HQQW-bit=4, Prun. p%=0%W-bit=4, Prun. p%=0%2025.12381.13