Lossless Compression on Gutenberg (test)
1.03Bits per ByteLlama3*†
Evaluation Results
| Method | Links | |
|---|---|---|
| Llama3*†#Params=8B, MACs=7.80G, Speed (KB/s)=20‡, Multi Modal=true2026.02 | 1.03 | |
| RWKV*†#Params=7B, MACs=7.19G, Speed (KB/s)=86‡, Multi Modal=true2026.02 | 1.036 | |
| tszip†#Params=169M, MACs=131M, Speed (KB/s)=180, Multi Modal=false2026.02 | 1.169 | |
| OmniZip-L#Params=152M, MACs=56.0M, Speed (KB/s)=420‡, Multi Modal=true2026.02 | 1.175 | |
| OmniZip-M#Params=38M, MACs=18.2M, Speed (KB/s)=1015‡, Multi Modal=true2026.02 | 1.278 | |
| NNCP†MACs=187M, Speed (KB/s)=1.6, Multi Modal=false2026.02 | 1.32 | |
| CMIX†Speed (KB/s)=4, Multi Modal=false2026.02 | 1.363 | |
| OmniZip-S#Params=4.8M, MACs=3.88M, Speed (KB/s)=1223‡, Multi Modal=true2026.02 | 1.552 | |
| L3TC†#Params=12M, MACs=13.0M, Speed (KB/s)=580, Multi Modal=false2026.02 | 2.237 | |
| bzip2†Speed (KB/s)=3300′, Multi Modal=true2026.02 | 3.607 | |
| zstd†Speed (KB/s)=11000′, Multi Modal=true2026.02 | 3.703 | |
| gzip†Speed (KB/s)=14500′, Multi Modal=true2026.02 | 3.819 |