ResearchBenchmarksLanguage Modeling on Llama-3-8BLanguage Modeling on Llama-3-8BFollow4.22Model Size (GB)RAMP3.74486.952410.1613.3676Mar 18, 2026Evaluation resultsMethodMethodLinksModel Size (GB)Perplexity (PPL)Size Change vs RAMP (%)PPL Change vs RAMP (%)RAMPzero-shot=truezero-shot=true2026.034.226.47——AWQ-42026.035.316.74264.2Q4_K_M2026.035.486.79305GPTQ-42026.035.748.583633FP162026.0316.16.23281—