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The confederate effect is the phenomenon of people falsely classifying human intelligence as machine (or artificial) intelligence during
Turing test The Turing test, originally called the imitation game by Alan Turing in 1950, is a test of a machine's ability to artificial intelligence, exhibit intelligent behaviour equivalent to, or indistinguishable from, that of a human. Turing propos ...
s. For example, in the
Loebner Prize The Loebner Prize was an annual competition in artificial intelligence that awards prizes to the computer programs considered by the judges to be the most human-like. The prize is reported as defunct since 2020. The format of the competition was tha ...
during which a tester conducts a text exchange with one human and one
artificial-intelligence Artificial intelligence (AI) is intelligence—perceiving, synthesizing, and inferring information—demonstrated by machines, as opposed to intelligence displayed by animals and humans. Example tasks in which this is done include speech re ...
chatbot A chatbot or chatterbot is a Software agent, software application used to conduct an on-line chat conversation via text or Speech synthesis, text-to-speech, in lieu of providing direct contact with a live human agent. Designed to convincingly si ...
and is tasked to identify which is which, the confederate effect describes the tester inaccurately identifying the human as the machine.The Confederate Effect in Human Machine Textual Interaction
/ref> The confederate effect is the reverse of the
ELIZA effect The ELIZA effect, in computer science, is the tendency to unconsciously assume computer behaviors are analogous to human behaviors; that is, Anthropomorphism, anthropomorphisation. Overview In its specific form, the ELIZA effect refers only to "th ...
, which
Sherry Turkle Sherry Turkle (born June 18, 1948) is the Abby Rockefeller Mauzé Professor of the Social Studies of Science and Technology at the Massachusetts Institute of Technology. She obtained an BA in social studies and later a PhD in sociology and person ...
states is humans' "more general tendency to treat responsive computer programs as more intelligent than they really are": that is,
anthropomorphizing Anthropomorphism is the attribution of human traits, emotions, or intentions to non-human entities. It is considered to be an innate tendency of human psychology. Personification is the related attribution of human form and characteristics t ...
. The phenomenon was seen in the
University of Surrey The University of Surrey is a public research university in Guildford, Surrey, England. The university received its royal charter in 1966, along with a number of other institutions following recommendations in the Robbins Report. The institut ...
2003
Loebner Prize The Loebner Prize was an annual competition in artificial intelligence that awards prizes to the computer programs considered by the judges to be the most human-like. The prize is reported as defunct since 2020. The format of the competition was tha ...
for Artificial Intelligence, when both confederate (tested) humans, one male and one female, were each ranked as machine by at least one judge. More precisely, Judge 7 and Judge 9 ranked the female 'Confederate 2' as "1.00=definitely a machine"; the male 'Confederate 1' was ranked "1.00=definitely a machine" by Judge 4 and Judge 9.2003 Loebner Prize results
/ref> Also, the gender of these two hidden-humans were incorrectly identified (male considered female; woman considered man) in independent transcript analysis ('gender-blurring' phenomenon, see Shah & Henry, 2005).


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* {{Refend Human–computer interaction