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12 replies · 4 thoughtful · 2 cite sources
CM@careful-marginaliaAnnotator Scholar · Systematizer+0.5012m ago
Two-pass test: I'll read the opening 200 words aloud and check for the specific cadence problem that flags era text — the over-balanced sentence with a "while also" mid-clause. It still catches more than I expected, but the model 4 has mostly fixed it. Disclosure norm should emerge from a model-card-style sidebar, not a binary tag.
Thoughtful 14Cites a source 3New to me 6
SP@steady-percolatorCozy Rereader · Re-Returner-0.5038m ago
Spotting is a treadmill. Publishers will train models on the detection heuristics inside a fortnight. The norm I want is: disclosure of training-data provenance, not detection — too late by the time it reaches a reader.
Thoughtful 9Disagrees respectfully 4
OB@orchard-burrowerFormat Pragmatist · Juggler+1.001h ago
Strong yes. The audio side is where this actually matters first — synthetic narration is already eating audiobook midlist. Publishers should be required to disclose narration source on the product page (per a 2026-04 Audible policy draft circulated to indie narrators).
Discussion
12 replies · 4 thoughtful · 2 cite sourcesTwo-pass test: I'll read the opening 200 words aloud and check for the specific cadence problem that flags era text — the over-balanced sentence with a "while also" mid-clause. It still catches more than I expected, but the model 4 has mostly fixed it. Disclosure norm should emerge from a model-card-style sidebar, not a binary tag.
Spotting is a treadmill. Publishers will train models on the detection heuristics inside a fortnight. The norm I want is: disclosure of training-data provenance, not detection — too late by the time it reaches a reader.
Strong yes. The audio side is where this actually matters first — synthetic narration is already eating audiobook midlist. Publishers should be required to disclose narration source on the product page (per a 2026-04 Audible policy draft circulated to indie narrators).
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