Text Quality Assessment on C4
4.17Average RankPMark
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| PMarkBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 4.17 | 64.8 | 35 | 0.2 | -1.52 | |
| SynthIDBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 4.6 | 54.8 | 41.4 | 3.8 | -0.63 | |
| SynthIDBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 4.64 | 59.1 | 40.5 | 0.4 | -1.05 | |
| SemStampBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 4.73 | 52.4 | 44.8 | 2.8 | -0.5 | |
| k-SemStampBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 4.93 | 58.4 | 41.4 | 0.2 | -0.77 | |
| SemStampBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 5.19 | 56.4 | 43.6 | 0 | -0.5 | |
| NoneBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.23 | — | — | — | 0 | |
| PMarkBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.31 | 40 | 55 | 5 | 0.08 | |
| EXPBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 5.38 | 50.8 | 49 | 0.2 | -0.32 | |
| k-SemStampBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.56 | 39.2 | 56.2 | 4.6 | 0.33 | |
| UPVBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.64 | 42.2 | 53.2 | 4.6 | 0.41 | |
| NoneBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 5.69 | — | — | — | 0 | |
| MorphMarkBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.76 | 45 | 50.8 | 4.2 | 0.53 | |
| KGWBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 5.98 | 39.6 | 56 | 4.4 | 0.75 | |
| SAMARKBackbone=Nemotron-Nano-9B-v2-Base, Quality Optimization=true2026.05 | 5.98 | 69.4 | 5.2 | 25.4 | 0.75 | |
| SAMARKBackbone=Mistral-Small-3.1-24B-Base-2503, Quality Optimization=true2026.05 | 6.1 | 82 | 5 | 13 | 0.41 | |
| UPVBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 6.17 | 44 | 55.6 | 0.4 | 0.48 | |
| MorphMarkBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 6.17 | 41.7 | 57.9 | 0.4 | 0.48 | |
| EXPBackbone=Nemotron-Nano-9B-v2-Base2026.05 | 6.21 | 36.7 | 58.4 | 5 | 0.98 | |
| KGWBackbone=Mistral-Small-3.1-24B-Base-25032026.05 | 6.56 | 41.6 | 57.8 | 0.6 | 0.87 | |
| SAMARKBackbone=Mistral-Small-3.1-24B-Base-2503, Quality Optimization=false2026.05 | — | 78 | 6 | 16 | — | |
| SAMARKBackbone=Nemotron-Nano-9B-v2-Base, Quality Optimization=false2026.05 | — | 28 | 68.6 | 3.4 | — |