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ResearchFormerly WizWand

Watermark Detection on C4 Post-paraphrasing (TPR @ 1% and 5% FPR)

74.6TPR @ 1% FPRDEW
4.08822.39440.759.006Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DEWWatermark Category=Semantic, k=3, lambda=2.0, LLM Backbone=Llama-3.2-3B2026.0674.691.6
ATWWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.0673.889.6
SIRWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.0667.486.6
X-SIRWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.066681.2
TSWatermark Category=Semantic, LLM Backbone=Llama-3.2-3B2026.0660.479.8
DEWWatermark Category=Semantic, k=5, lambda=2.0, LLM Backbone=Llama-3.2-3B2026.0657.491.2
KGWWatermark Category=Surface-level, k=1, LLM Backbone=Llama-3.2-3B2026.0656.687.2
DEWWatermark Category=Semantic, k=3, lambda=1.5, LLM Backbone=Llama-3.2-3B2026.0653.879.4
SYNTHID-DWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.064970.6
DEWWatermark Category=Semantic, k=5, lambda=1.5, LLM Backbone=Llama-3.2-3B2026.064181.8
SYNTHID-NDWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.0638.261.4
UNBIASEDWMWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.0622.435.2
KGWWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.0618.838.2
SYNTHID-NDWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.0618.636.4
SYNTHID-DWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.061835.2
DIPMARKWatermark Category=Surface-level, k=3, LLM Backbone=Llama-3.2-3B2026.06928.6
KGWWatermark Category=Surface-level, k=5, LLM Backbone=Llama-3.2-3B2026.066.821.4