Unverified50% confidenceFactExact time
Breaking down the residual by size, they are 1,327, 273, 211, 205, 107, 98, 83, 83, 46, and 43 messages in order, of which 273 messages have the session title "Greeting", and 2,582 messages sit in more than 40 sessions and were never classified.
1
Sources
50%
Confidence
Long-term
Relevance
10/16/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedIn this dataset the median session had only 18 messages, while the largest single session contained 1,327 messages, accounting for 26.6% of the entire three weeks of activity, and its title was "Quick check-in."70% similarUnverifiedThe system produced a total of 287 pieces of content, ultimately publishing 238, with 40 rejected at the human review stage, yielding a rejection rate of approximately 14%.64% similarUnverifiedThe author collected 125,217 desensitized real human conversation messages spanning 1,396 chat records for training.64% similarUnverified从示例差异对比结果看,被AI引用的竞品页面篇幅是自身页面的3-5倍(1840-2210词 vs 410词),且内容区块数量为11-17个61% similarUnverifiedAfter correcting the erroneous labels, "publish-type" messages jumped from 536 to 1,863, with their share changing from 11% to 37.4%; while "recovery-type" remained at 1,636 (32.8%) with no shift.61% similar
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