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cs.HC2026
Metacognitive Scaffolds Create Productive Friction for AI-Assisted Knowledge Work
Viktor Kewenig, Lev Tankelevitch, Sean Rintel +2
Generative AI imposes new metacognitive demands on knowledge workers as their work shifts from production to planning, evaluation, and orchestration. In a randomized, between-subje…
cs.HC2026
From Binary Groundedness to Support Relations: Towards a Reader-Centred Taxonomy for Comprehension of AI Output
Advait Sarkar, Christian Poelitz, Viktor Kewenig
Generative AI tools often answer questions using source documents, e.g., through retrieval augmented generation. Current groundedness and hallucination evaluations largely frame th…