Pangram's AI Detector Is Reshaping What Human Prose Looks Like
TL;DR
- Pangram's own data shows AI uses em dashes 17 times per 10,000 words against 2 for humans, and the word 'delve' 30 times against 3.
- In a June study in the International Journal for Educational Integrity, Pangram flagged AI use in 37 of 40 papers even after a human rewrote the AI text.
- Writers and students are dropping em dashes, 'delve', 'not X, but Y' phrasing and adding typos so detectors like Pangram do not flag their prose.
AI detectors are now shaping how humans write. Bloomberg's Morgan Meaker reports that authors and students are stripping em dashes, dropping the word 'delve', avoiding 'not X, but Y' phrasing, and seeding typos into their drafts so classifiers like Pangram do not flag their prose as machine-generated.
The habits track the data. Pangram's own tallies, drawn from millions of documents, show AI uses em dashes at 17 per 10,000 words against 2 in human text, 'delve' at 30 against 3, the rule-of-three pattern at 19 against 5, and antithetical constructions like 'not just X but Y' three times more often than people do. The em dash alone, Pangram says, has pushed labs to train models not to use it.
In a study published in June in the International Journal for Educational Integrity, researchers tested four detectors across 160 academic papers. Pangram was the most consistently accurate, correctly identifying AI use in 37 of the 40 papers that mixed human and machine text, and in 37 of the 40 where a human had rewritten AI-generated material. That accuracy is also the trap for honest writers. Ghostwriter Sally McGraw, who was falsely flagged, told NPR's companion piece, 'It's like trying to fool a machine into thinking I'm not a machine.'
The brittleness is the other half of the story. Writers who have tested Pangram have shown that swapping a single em dash for a colon in the same passage can flip a verdict from 100% AI to 100% human, which means an actual cheater can bypass with one keystroke what a careful human cannot stop triggering. Science blogger Janelle Shane, who ran her own writing through the tool, was flagged as AI with 98.7% confidence.
Originally reported by bloomberg.com
Read the original article →Original headline: Bloomberg: Human Writers Drop Em Dashes, 'Delve' and Rule-of-Three to Beat Pangram AI Detectors