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KGeN Announcements KGeN Announcements @kgen_ann · 67.3K subscribers
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📌 Ghosts in the Dataset

As AI models lean harder on human data, a new question emerges: how do you know the "human" behind a submission wasn't just relaying an AI's output? We break down the Turk Problem, why one-time identity checks aren't enough, and how KGeN's Verified Reputation System (PoH, PoP, PoSk, PoC, PoSN) builds trust through sustained behaviour, not a single verification moment.

Full breakdown here 👉 https://x.com/KGeN_IO/status/2075540900500168779
Drop your thoughts on the thread! 🧵
X (formerly Twitter) KGeN Foundation 🟩 (@KGeN_IO) on X Ghosts in the Dataset
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