ResearchBenchmarksEnergy Profiling on Mamba2-8B Jetson Orin Nano (512 prefill 512 generation tokens) (inference)Energy Profiling on Mamba2-8B Jetson Orin Nano (512 prefill 512 generation tokens) (inference)Follow153.64Energy (J/req)UniQL150.8032169.9516189.1208.2484Dec 3, 2025Evaluation resultsMethodMethodLinksEnergy (J/req)UniQLW-bit=4, Prun. p%=35%W-bit=4, Prun. p%=35%2025.12153.64UniQLW-bit=4, Prun. p%=0%W-bit=4, Prun. p%=0%2025.12224.56