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Long-Term Trends in the Public Perception of Artificial Intelligence

AAAI 2017 · Large language models › AI and society · approach: Data commons and human baselines · 455 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
Track AI discussion across yearsNew York Times coverage · New York Times articles, 1986–2016AI engagement: increased sharply since 2009Helped
Compare optimistic with pessimistic coverageNew York Times AI coverage · New York Times articles, 1986–2016optimistic-to-pessimistic coverage: roughly 2-3 times moreMixed
Compare recent loss-of-control concern with its 1980s prevalenceNew York Times AI coverage · New York Times articles, 1980s to recent yearsloss-of-control concern prevalence: more than triple what it was as a percentage of AI articles in the 1980sHelped
Track ethical concerns over timeNew York Times AI coverage · New York Times articles, 1986–2016ethical concern prevalenceHelped
Track healthcare hopes over timeNew York Times AI coverage · New York Times articles, 1986–2016healthcare hope prevalenceHelped
Track concerns about lack of progress over timeNew York Times AI coverage · New York Times articles, 1986–2016lack-of-progress concern prevalenceHurt
Track positive and negative views of AI's impact on workNew York Times AI coverage · New York Times articles, 1986–2016work-related concern and hope prevalenceMixed
Require one worker vote rather than two or moreParagraph annotation for military applications · Military applications ground-truth paragraphsrecall: 0.59 -> 1.00Helped
Require one worker vote rather than two or moreParagraph annotation for military applications · Military applications ground-truth paragraphsprecision: 1.00 -> 0.81Hurt
Apply an NYT-trained classifier to Reddit postsLoss-of-control trend measurement · Reddit posts, 2010–2015precision: 0.8Helped

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