ResearchBenchmarksModel Compression Time on Llama 8B 3.1Follow19Compression TimeUniQL-46.08393.21832.51,271.79Dec 3, 2025Evaluation ResultsMethodMethodLinksCompression TimeUniQL+FT=false, +PTQ=false+FT=false, +PTQ=false2025.1219SVD-LLM+FT=false, +PTQ=false+FT=false, +PTQ=false2025.1235UniQL+FT=true, +PTQ=false+FT=true, +PTQ=false2025.12659MoDeGPT+FT=false, +PTQ=false+FT=false, +PTQ=false2025.12703UniQL+FT=true, +PTQ=true+FT=true, +PTQ=true2025.12743SVD-LLM+FT=true, +PTQ=false+FT=true, +PTQ=false2025.121,625SVD-LLM+FT=true, +PTQ=true+FT=true, +PTQ=true2025.121,646