Umbhali : Tobias Rohrbach Mykola Makhortykh Maryna Sydorova Umbhali : U-Tobias Rohrbach Mykola Makhortykh I-Maryna Sydorova Table of links Umhlahlandlela ABSTRACT Ukuhlobisa INTRODUCTION Ukuhlolwa SEARCH ENGINES AND WOMEN’S DESCRIPTIVE REPRESENTATION I-search engines kanye ne-female representation MEASURING THE EXTENT OF ALGORITHMIC REPRESENTATION Ukulinganiswa kwe-extenze ye-algorithmic representation GENERAL DISCUSSION, CONCLUSION AND REFERENCES Ukubuyekezwa, Ukubuyekezwa Waze Imibuzo Abstract abstract Izinjini ze-Search ezifana ne-Google ziye ziye ziye ziye ziye ziye zihlanganisa ulwazi ezinkulu ezisebenzisa i-intelligence ye-artificial (AI) ukucacisa ukuthi futhi yini abacwaningi bafumane lapho bafuna ulwazi se-political. Le nqaku ibonise futhi ibonise isakhiwo se-algorithmic representation ye-minoritized groups ku-series ye-4 izifundo. Okokuqala, izivakashi ezimbili ze-algorithmic ze-image searches ze-political zihlanganisa ukuthi izinjini ze-search zihlanganisa futhi zihlanganise izinguquko ze-structural ngokubethela futhi zihlanganisa amakhulu ama-female ne-non-white politicians. Okokuqala, izivakashi ezimbili ze-intanethi zibonisa ukuthi lezi z Introduction Nangona i-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Driven-Dri Izinjini ze-Search ziye ziye ziye zibe iziphakamiso eziphambili ezisebenzisa i-intelligence ye-artificial (AI) ukucacisa umuntu futhi ukuthi abacwaningi bafumane lapho bafuna ulwazi lwesi-political (Trielli and Diakopoulos 2022; Urman and Makhortykh 2022; Wallace 2018; White and Horvitz 2015). Umehluko ukuthi ulwazi lihlanganisa ku-search engomatshini (Epstein and Robertson 2015; Zweig 2017) futhi iziphakamiso ze-individual (Diakopoulos et al. 2018). Ukwahlukanisa kanye nokuhlanganisa ulwazi ngokusebenzisa izinjini ze-search—and, okuphambili, iziphakamiso ze-algoritmic efana ne-curation,2 kuhlanganise ukuhlukaniswa okuqhubekayo kwe-under- Ngokwe-algorithmic representation framework yethu ikakhulukazi ihlanganisa imibuzo etholakalayo ku-descriptive representation kanye ne-gender mediation ne-work more recent on strategic discrimination ukuze ibonisa ukuthi imibuzo ye-algorithmic ikakhulukazi ukuguqulela imibuzo yebhizinisi yebhizinisi yebhizinisi ngokuvumelana nezimo ezinikezele zokusebenza kwe-gender kanye ne-race ine-ineguquality. Thola imibuzo yebhizinisi yebhizinisi ngokuvumelana nezifundo ezimbini ze-algorithm yebhizinisi kanye nezifundo ezingenalutho. Ngaphezu kwalokho, thina sinikeza imibuzo enhle ekutholeni imibuzo ethu ngokuvumelana ne-algorithmic representation em Iziphumo zihlanganisa ulwazi lwezenzulululwazi mayelana nokucindezeleka kwezimpendulo ze-AI emzimbeni zezakhiwo emzimbeni yebhizinisi – futhi kanjani zihlanganisa ngokuvimbela ama-biases emzimbeni yobuchwepheshe kanye nemisombululo. Umklamo wethu we-algorithmic representation inikeza isakhiwo esiyingqayizivele yokufunda izimpendulo ezingenalutho ze-female ne-people of color emzimbeni yebhizinisi eyenziwe ngokuvamile nge-AI. It inikeza ukuhlolwa okuqhubekayo lwezenzulululwazi lwezemali kanye nezinhlangano malunga ne-algorithmic fairness kanye ne-injustice (Birhane 2021; Kalluri 2020; Wong 2020; Weinberg 2022). Okuzenzakalelayo iyatholakala ku-archiv ngaphansi kwe-license ye-CC by 4.0 Deed (i-Attribution 4.0 International). Okuzenzakalelayo Ngaphandle kwe-CC by 4.0 Deed (i-Attribution 4.0 International) isicelo. available on arxiv I-Archive ye-Archive