Public preview
Phrases That Signal Coming Hallucination
"According to a 2019 study", "As Academy X stated", "approximate but accurate" — these are immediate-verify flags.
Goal
Develop "nose" for model phrases that often precede hallucination.
Steps
-
1
Gather 10 past AI answers. Search for "study", "research", "according to", "estimate".
Expected Outcome
Immediate
You catch 1-3 hallucinated claims you'd previously have believed.
Evidence base
School: AI Literacy / Critical Reading
Founders: Sam Wineburg · Ethan Mollick (2024)
Wineburg's civic online reasoning emphasizes "scrutiny at source mention" as top expert-reader signal. Applied to AI: pseudo-citation phrases are highest hallucination risk.
Keywords
Frequently asked questions
How long does "Phrases That Signal Coming Hallucination" take?
This exercise takes about 10 minutes, practiced solo in a Written reflection format.
When will I notice the effect of "Phrases That Signal Coming Hallucination"?
You catch 1-3 hallucinated claims you'd previously have believed. In the short term: You develop intuition for critical reading of AI output.
Is "Phrases That Signal Coming Hallucination" evidence-based?
Yes — it draws on AI Literacy / Critical Reading (Sam Wineburg, Ethan Mollick (2024)). Wineburg's civic online reasoning emphasizes "scrutiny at source mention" as top expert-reader signal. Applied to AI: pseudo-citation phrases are highest hallucination risk.
Is "Phrases That Signal Coming Hallucination" suitable for beginners?
Its difficulty level is: Beginner. No external tools required — it can be practiced directly inside the app.
Subscribe for full access
Subscribe to Plus for full access to this practice and the whole catalogue, or try first — free, no sign-in, no commitment.
7 complete practices (one per domain) are free forever, no sign-in.