Text Quality Evaluation on C4 Watermarked
6.375PPLSYNTHID-D
Evaluation results
| Method | Links | ||
|---|---|---|---|
| SYNTHID-DWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.06 | 6.375 | -0.01 | |
| SYNTHID-DWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06 | 6.547 | -0.008 | |
| SYNTHID-NDWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.06 | 6.563 | -0.018 | |
| SYNTHID-NDWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06 | 6.625 | 0.034 | |
| DIPMARKWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06 | 8.938 | -0.028 | |
| DEWWatermark Category=Semantic, k=5, lambda=1.5, LLM Backbone=Llama-3.2-3B2026.06 | 9.063 | -0.11 | |
| DEWWatermark Category=Semantic, k=3, lambda=1.5, LLM Backbone=Llama-3.2-3B2026.06 | 9.188 | -0.104 | |
| UNBIASEDWMWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06 | 9.188 | -0.038 | |
| X-SIRWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.06 | 9.5 | -0.22 | |
| SIRWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.06 | 9.625 | -0.216 | |
| DEWWatermark Category=Semantic, k=5, lambda=2.0, LLM Backbone=Llama-3.2-3B2026.06 | 10.438 | -0.238 | |
| TSWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.06 | 10.438 | -0.122 | |
| KGWWatermark Category=Surface-level, k=1, LLM Backbone=Llama-3.2-3B2026.06 | 10.438 | -0.13 | |
| KGWWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06 | 10.438 | -0.098 | |
| KGWWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.06 | 10.563 | -0.136 | |
| DEWWatermark Category=Semantic, k=3, lambda=2.0, LLM Backbone=Llama-3.2-3B2026.06 | 10.75 | -0.226 | |
| ATWWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.06 | 11.063 | -0.018 |