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Author

Ellie Seehorn

2 papers indexed here

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Jul 2026

Reflections and Recommendations on AI Adoption Practice from a Mixed-Ability Research Group

Generative AI tools have recently been rapidly adopted by academics in mixed-ability research teams for both personal and professional tasks. While previous work on adoption of AI-based workflows has focused on collaboration and productivity, the perceptions of AI use within research teams remains divided. Through qualitative analysis of interviews of the five members of our mixed-ability research team, we discuss the motivations, challenges, and practices surrounding the use of generative AI in our lab. We reflect on experiences that shaped recommendations for balanced AI use that enable mixed-ability team workflows: (1) managing disability tax&crip time, (2) homogenizing identity, (3) risk disclosure of private information, (4) self-experimentation and miscellaneous tasks, and (5) information seeking. We build upon these themes to present AI practice recommendations we established for our lab to promote AI workflow adoption while preserving agency and disability identity.

Shalini Madan, S. Bindu, V. Pimenova et al. · 0 citations
#artificial intelligence Preprint Aug 2026

AtlasNLP: A Country-Aware Atlas of Dataset Representation in NLP

AtlasNLP is introduced, a country-aware atlas of over 13,000 NLP dataset records across normalized NLP task categories, tracking both the populations represented and where datasets are produced, showing that dataset coverage is highly uneven across countries and tasks and language coverage does not imply geographic representation.

Joan Nwatu, Tsedeniya Solomon Amare, Longju Bai et al. · 0 citations

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