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Freelance game coaches monetize their gaming expertise by offering personalized instruction to players seeking to improve, working through gig platforms, yet little is known about how they operate. To address this gap, we conducted semi-structured interviews with 20 experienced freelance coaches across 17 competitive g...
It is argued that contribution dissolution begins before collaboration itself, in the individual worker’s own uncertainty about what is genuinely theirs, and propagates through collaborative relationships, collapsing the reliability that makes productive intellectual exchange possible.
ThReadMed-QA is introduced, a multi-turn medical dialogue dataset of 2,437 patient-physician conversation threads comprising 8,204 question-answer pairs that enables systematic evaluation of whether models can detect and correct misconceptions under a multi-turn context.
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