Unverified50% confidenceFactExact time
水印检测使用统计假设检验(如z-test),正常人类写作的绿名单词占比约为50%
1
Sources
50%
Confidence
Long-term
Relevance
8/24/2026
First Seen
Sources
Related Entities
Related Claims
Unverified水印检测器通过统计文本中绿名单token出现频率是否显著高于随机预期来判断文本是否被水印标记77% similarVerifiedSoft watermarking embeds a watermark by adding a small delta preference to the logits of green-list tokens, and during detection, the proportion of green-list tokens is counted and a p-value is produced via statistical testing73% similarUnverifiedSetting the watermark detection threshold is a statistical hypothesis testing problem; researchers typically compute the distribution of detection statistics on non-watermarked text and set a critical value corresponding to an extremely low false positive rate (e.g., 0.01%).67% similar
Cite This Claim
Stable URI
https://kongchang.com/claim/794413API
curl https://kongchang.com/api/v1/knowledge/claims/794413MCP
get_claim(id=794413)