Evaluating AI OutputHow to check an answer, and the failure modes to check for specifically.ComputingThe five failure modes that account for most bad output.Watch forHallucination — confident and wrongStale knowledge — a training cutoffSycophancy — agreeing with your framingLost detail — the middle of long contextPlausible citations that do not existCheck byAsking for sources, then opening themAsking the same thing two waysGiving it the document rather than trusting recallVerifying every number independentlyLower the riskSupply the source material yourselfAsk it to say when it does not knowKeep the task narrowAsk for reasoning, then check the reasoningA model has no reliable access to its own certainty. Hedged wordingand confident wording are both just style.Evaluating AI Outputlearnposters.com
Evaluating AI Output — printable computing wall chart from LearnPosters. Free vector PDF, US Letter and A4.

What’s on the Evaluating AI Output poster

13 entries in 3 groups.

The five failure modes that account for most bad output.

A model has no reliable access to its own certainty. Hedged wording and confident wording are both just style.

Questions about the Evaluating AI Output poster

What’s on the Evaluating AI Output poster?
13 entries in 3 groups. The five failure modes that account for most bad output. Watch for: Hallucination — confident and wrong, Stale knowledge — a training cutoff,…; Check by: Asking for sources, then opening them, Asking the same thing two ways, Givi…; Lower the risk: Supply the source material yourself, Ask it to say when it does not k…. A model has no reliable access to its own certainty. Hedged wording and confident wording are both just style.
Who is the Evaluating AI Output poster for?
Evaluating AI Output belongs to the Computing section rather than to a school year, because computing is not something one grade owns. Anyone learning ai & ml can pin it up — a beginner, a student mid-course, or someone revising years later.
When should you use the Evaluating AI Output poster?
Verify anything load-bearing. Fluency is not evidence, and the model gives you no signal for its own confidence. A wall chart earns its place by being glanceable from where the work is happening, so Evaluating AI Output belongs on the wall where that computing work actually happens, within glancing distance, rather than filed away.
What other posters go with Evaluating AI Output?
Embeddings, LLM Vocabulary and Kinds of Model sit alongside Evaluating AI Output in the Computing section. Printed together they make a wall rather than a single sheet, which is how a reference set actually gets used.EmbeddingsLLM VocabularyKinds of Model
Is the Evaluating AI Output poster free to download and print?
Yes. Evaluating AI Output downloads as a free PDF with no account, no email and no watermark, like everything else in the Computing section. Print as many copies as you like for a home, a classroom, a library or a tutoring group; reselling the file is the only thing the licence rules out.Read the licence
What size does the Evaluating AI Output poster print at?
Evaluating AI Output is a vector PDF laid out for US Letter, and prints on A4 with Fit to page — the same file, no separate download. Because every mark on it is drawn rather than photographed, it stays sharp enlarged to A3, A2 or A1 at a copy shop. Colour carries emphasis only, so a greyscale print of Evaluating AI Output loses nothing.Printing guide

Related posters

Charts that sit alongside Evaluating AI Output on the same wall.

Browse every Computing poster, or start from the full catalogue.