Slop*Detector
Verdict for dhq.digitalhumanities.org
INCONCLUSIVE — slop score 43/100
This one lands in genuinely ambiguous territory, and the score reflects that. The flagged writing tells, transition-adverb openers, a rule-of-three triad about the Voynich Manuscript, stiff uncontracted prose running 66 expanded forms to 3 contractions, are all real patterns you'd expect from generated text, but they're also exactly what dense academic journal prose looks like when a scholar writes carefully and formally. A single use of
Findings
- Em dashes — Em dashes are the single most reliable punctuation tell of LLM copy. Human marketing copy almost never uses them; models reach for them constantly.
- Stacked short-sentence drumbeat — Three or more clipped sentences in a row ("Important emails buried. Drafts that sound wrong. Labels everywhere.") is the manufactured-rhythm tell.
- Transition-adverb sentence openers — Sentences opening with "Moreover," "Furthermore," "Additionally" on a loop is essay-bot cadence.
- AI vocabulary — Words statistically overrepresented in generated text: "seamless", "leverage", "unlock", "empower", "elevate", "robust" and friends.
- Hedging & filler-importance phrases — "It’s worth noting", "X is crucial", "it’s important to understand" — asserting importance instead of demonstrating it.
- Compulsive rule-of-three — "Fast, reliable, and secure." Triads everywhere read as machine rhythm — humans vary list length; models default to three.
- Empty intensifiers — "Incredibly", "truly", "genuinely" — intensity asserted rather than shown, a padding habit of generated copy.
- Stiff, uncontracted prose — Expanded forms ("it is", "you will", "do not") dominating over contractions reads as robotic formality — either legal text or a language model.
- Occasional em dash usage — A few em dashes appear in otherwise dense academic prose, but they are used in standard scholarly parenthetical fashion (asides, cross-references) rather than for dramatic rhetorical pivots, which is a normal and acceptable academic convention, not an AI tell.
- Filler-importance phrase 'crucial' — A single instance of the word 'crucial' appears, which is on the AI-vocabulary watchlist, but it occurs once in a natural academic sentence about interdisciplinary collaboration rather than as a recurring filler-importance crutch.