notesum.ai
Published at November 29Ensemble Watermarks for Large Language Models
cs.CL
Released Date: November 29, 2024
Authors: Georg Niess1, Roman Kern2
Aff.: 1Graz University of Technology; 2Know-Center GmbH & Graz University of Technology

| Configuration | Human | Senso | Acro | Red-Green | Senso + Acro | Senso + Red-Green | Acro + Red-Green | All Three |
| Llama 3.1 8B (Strong) | 0.34 | 80.41 | 28.52 | 49.14 | 89.35 | 84.19 | 55.67 | 95.19 |
| Llama 3.2 3B (Strong) | 0.97 | 85.11 | 31.39 | 54.05 | 90.61 | 90.29 | 64.08 | 95.79 |
| Llama 3.1 8B (Medium) | 2.42 | 58.06 | 28.23 | 34.14 | 73.92 | 70.70 | 46.77 | 82.53 |
| Mistral 7B (Medium) | 1.44 | 54.87 | 42.60 | 23.47 | 69.31 | 58.84 | 40.07 | 73.65 |
| Llama 3.2 3B (Weak) | 1.32 | 26.07 | 27.72 | 29.04 | 38.61 | 43.56 | 35.97 | 44.88 |