Lossless Compression on enwik9 (test)
0.722Bits per ByteLlama3*†
Evaluation Results
| Method | Links | |
|---|---|---|
| Llama3*†#Params=8B, MACs=7.80G, Speed (KB/s)=20‡, Multi Modal=true2026.02 | 0.722 | |
| RWKV*†#Params=7B, MACs=7.19G, Speed (KB/s)=86‡, Multi Modal=true2026.02 | 0.774 | |
| NNCP†#Params=N/A, MACs=187M, Speed (KB/s)=1.6, Multi Modal=false2026.02 | 0.853 | |
| CMIX†#Params=N/A, MACs=N/A, Speed (KB/s)=4, Multi Modal=false2026.02 | 0.879 | |
| OmniZip-L#Params=152M, MACs=56.0M, Speed (KB/s)=420‡, Multi Modal=true2026.02 | 0.98 | |
| OmniZip-M#Params=38M, MACs=18.2M, Speed (KB/s)=1015‡, Multi Modal=true2026.02 | 1.009 | |
| tszip†#Params=169M, MACs=131M, Speed (KB/s)=180, Multi Modal=false2026.02 | 1.083 | |
| L3TC†#Params=12M, MACs=13.0M, Speed (KB/s)=580, Multi Modal=false2026.02 | 1.281 | |
| OmniZip-S#Params=4.8M, MACs=3.88M, Speed (KB/s)=1223‡, Multi Modal=true2026.02 | 1.37 | |
| bzip2†#Params=N/A, MACs=N/A, Speed (KB/s)=3300′, Multi Modal=true2026.02 | 2.082 | |
| zstd†#Params=N/A, MACs=N/A, Speed (KB/s)=11000′, Multi Modal=true2026.02 | 2.364 | |
| gzip†#Params=N/A, MACs=N/A, Speed (KB/s)=14500′, Multi Modal=true2026.02 | 2.59 |