ResearchBenchmarksEfficiency Analysis on LLaMA2-7BEfficiency Analysis on LLaMA2-7BFollow1.34Memory Usage (GB)OneBit0.85444.13227.4110.6878Aug 9, 2025Evaluation resultsMethodMethodLinksMemory Usage (GB)Execution Cycles (T)OneBitAverage Bit=1.01Average Bit=1.012025.081.340.17FBI-LLMAverage Bit=1.01Average Bit=1.012025.081.340.17BinaryLLMAverage Bit=1.01Average Bit=1.012025.081.340.17BiLLMAverage Bit=1.08Average Bit=1.082025.081.40.18BitNetAverage Bit=1.58Average Bit=1.582025.081.80.23LLaMA2-7B-INT4Average Bit=4.0Average Bit=4.02025.083.760.48LLaMA2-7BAverage Bit=16.0Average Bit=16.02025.0813.481.72