Decoder. plain-English AI glossary

Turing test

† Historical

Alan Turing's 1950 thought experiment: if a machine can fool a human into thinking it's human, does it think?

Think of it like

A courtroom where the judge questions both a human and a hidden machine and must guess which is which.

Example

Early chatbot ELIZA (1960s) often fooled people in text because they read human intent into minimal responses; people wanted to believe it understood them.

How it actually works

Turing proposed the test as a practical alternative to answering "can machines think?" — sidestep philosophy, just check: if it behaves indistinguishably from a human, that's what matters. The test is surprisingly easy to game (you don't need real understanding, just good mimicry), and modern LLMs pass it trivially — yet we don't say they "think" the way we do. The test reveals a gap between behavioral equivalence and actual understanding.

For product teams

A famous benchmark that sounded profound but turned out to measure mimicry more than intelligence.

For engineers

A benchmark test where a model must sustain human-like conversation to convince a human judge; easily passed by modern LLMs through pattern matching, not reasoning.

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