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Interactive Model Cards: A Human-Centered Approach to Model Documentation. (arXiv:2205.02894v1 [cs.HC])
May 9, 2022, 1:10 a.m. | Anamaria Crisan, Margaret Drouhard, Jesse Vig, Nazneen Rajani
cs.CL updates on arXiv.org arxiv.org
Deep learning models for natural language processing (NLP) are increasingly
adopted and deployed by analysts without formal training in NLP or machine
learning (ML). However, the documentation intended to convey the model's
details and appropriate use is tailored primarily to individuals with ML or NLP
expertise. To address this gap, we conduct a design inquiry into interactive
model cards, which augment traditionally static model cards with affordances
for exploring model documentation and interacting with the models themselves.
Our investigation consists …
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