![]() ![]() Even when data are collected and are publicly available, it is often difficult to locate them. This is partially due to smaller populations, disparate characteristics, lack of expertise for data annotation, as well as privacy concerns. However, there is a scarcity of available data generated by people with disabilities with the potential for training or evaluating machine learning models. ![]() By reflecting on the current challenges and opportunities for representation of disabled data contributors, we hope our effort expands the space of possibility for greater inclusion of marginalized communities in AI-infused systems.ĭatasets and data sharing play an important role for innovation, benchmarking, mitigating bias, and understanding the complexity of real world AI-infused applications. Additionally, we investigate how the sensitive and complex nature of demographic variables makes classification difficult and inconsistent (e.g., gender, race & ethnicity), with the source of labeling often unknown. We find that accessibility datasets represent diverse ages, but have gender and race representation gaps. We examine the current state of representation within datasets sourced by people with disabilities by reviewing publicly-available information of 190 datasets, we call these accessibility datasets. In response, work around AI fairness and inclusion has called for datasets that are representative of various demographic groups.In this paper, we contribute an analysis of the representativeness of age, gender, and race & ethnicity in accessibility datasets - datasets sourced from people with disabilities and older adults - that can potentially play an important role in mitigating bias for inclusive AI-infused applications. As data-driven systems are increasingly deployed at scale, ethical concerns have arisen around unfair and discriminatory outcomes for historically marginalized groups that are underrepresented in training data. NEW TONES PACK IN AIO ALL IN ONE + 300+ Hilarious.Access Data of a Password Protected User in Window.Breaking the Restrictions of the Administrator.Hack Into a Windows XP Computer Without Changing P.Much Simpler trick to HACK admin from GUEST. ![]()
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