English (United Kingdom)

https://curated-unify.zendy.io/wp-json/zendy-region/v1/featured_content/oa?rat=en

https://curated-unify.zendy.io/wp-json/zendy-region/v1/highlighted_journal/

Global: Zendy Plus annual

Presents the access of premium content as premium feature

Premium Content

Presents the keyphrase highlighting as premium feature

Keyphrase Highlighting

Presents the summarisation as premium feature

Summarisation

Insights

Presents the pdf analysis as premium feature

PDF Analysis

Presents the zaia usage as premium feature

ZAIA

Global: Zendy Plus monthly

Global: Zendy Tools annual

Global: Zendy Tools monthly

Global: Zendy Free Plan

Responsible development of technology involves applications being inclusiveof the diverse set of users they hope to support. An important part of this isunderstanding the many ways to refer to a person and being able to fluentlychange between the different forms as needed. We perform a case study on thesingular they, a common way to promote gender inclusion in English. We define are-writing task, create an evaluation benchmark, and show how a model can betrained to produce gender-neutral English with <1% word error rate with nohuman-labeled data. We discuss the practical applications and ethicalconsiderations of the task, providing direction for future work into inclusivenatural language systems.

They, Them, Theirs: Rewriting with Gender-Neutral English