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We employed reflexive analysis that centered our situated knowledges of the trans community. We found that LLMs return pro-trans responses, even when presented with highly transphobic user prompts. While we also found highly transphobic LLM responses, we found that anti-trans sentiment in LLMs was often subtle, requiring a deep positional understanding from diverse trans stakeholders to interpret. Based on these findings, we recommend diverging from current \u201cvalue-neutral\u201d approaches that validate transphobia by taking an \u201call sides\u201d approach. We provide considerations for both the evaluation and design of LLMs that center positional expertise.\n          <\/jats:p>","DOI":"10.1145\/3743676","type":"journal-article","created":{"date-parts":[[2025,6,16]],"date-time":"2025-06-16T09:59:38Z","timestamp":1750067978000},"page":"1-42","update-policy":"https:\/\/doi.org\/10.1145\/crossmark-policy","source":"Crossref","is-referenced-by-count":3,"title":["Transphobia Is in the Eye of the Prompter: Trans-Centered Perspectives on Large Language Models"],"prefix":"10.1145","volume":"32","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6049-3965","authenticated-orcid":false,"given":"Morgan Klaus","family":"Scheuerman","sequence":"first","affiliation":[{"name":"AI Ethics, Sony AI, Boulder, Colorado, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9691-0591","authenticated-orcid":false,"given":"Katy","family":"Weathington","sequence":"additional","affiliation":[{"name":"Information Science, University of Colorado Boulder, Boulder, Colorado, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4367-2179","authenticated-orcid":false,"given":"Adrian","family":"Petterson","sequence":"additional","affiliation":[{"name":"Faculty of Information, University of Toronto, Toronto, Ontario, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6004-0878","authenticated-orcid":false,"given":"Dylan Thomas","family":"Doyle","sequence":"additional","affiliation":[{"name":"Information Science, University of Colorado Boulder, Boulder, Colorado, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5704-8804","authenticated-orcid":false,"given":"Dipto","family":"Das","sequence":"additional","affiliation":[{"name":"Department of Computer Science, University of Toronto, Toronto, Ontario, Canada and Faculty of Information, University of Toronto, Toronto, Ontario, Canada"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1001-2307","authenticated-orcid":false,"given":"Michael Ann","family":"DeVito","sequence":"additional","affiliation":[{"name":"Computer Science and Communication Studies, Northeastern University, Boston, Massachusetts, USA"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-4826-8324","authenticated-orcid":false,"given":"Jed R.","family":"Brubaker","sequence":"additional","affiliation":[{"name":"University of Colorado Boulder, Boulder, Colorado, USA"}]}],"member":"320","published-online":{"date-parts":[[2025,10,14]]},"reference":[{"key":"e_1_3_3_2_2","unstructured":"2025. 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