A design space for reading augmentation that contrasts transmission-oriented 'reading to discard' with transformation-oriented 'creative reading' and identifies two opportunities for future systems.
arXiv:2511.22809 [cs.HC] https://arxiv.org/abs/2511.22809
2 Pith papers cite this work. Polarity classification is still indexing.
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Google AI Overviews activate on 13.7% of queries overall and 64.7% of questions, cite more credible sources than standard results but omit key information in 11% of claims, and suppress clicks on over half of cited pages that carry ads.
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Creative Reading: Scaffolding Reading for Transformation
A design space for reading augmentation that contrasts transmission-oriented 'reading to discard' with transformation-oriented 'creative reading' and identifies two opportunities for future systems.
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Measuring Google AI Overviews: Activation, Source Quality, Claim Fidelity, and Publisher Impact
Google AI Overviews activate on 13.7% of queries overall and 64.7% of questions, cite more credible sources than standard results but omit key information in 11% of claims, and suppress clicks on over half of cited pages that carry ads.