“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters

Research article (Findings of the Association for Computational Linguistics: EMNLP 2023, 2023) · cited 104× · AI/ML

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“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters

Summary

“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters is a scholarly article^[1].

Key Facts

“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters's instance of is recorded as scholarly article^[2].

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Instance of scholarly article

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Authored by 6

Aparna Garimella, George Pu, Jiao Sun, Kai-Wei Chang, Nanyun Peng, Yixin Wan

← Author of 6

Aparna Garimella, George Pu, Jiao Sun, Kai-Wei Chang, Nanyun Peng, Yixin Wan

References

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Direct Wikidata claims

[2] ↑ “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters — instance of (P31): scholarly article. wikidata.org.

Class ancestry

[1] ↑ “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters is an instance of scholarly article (scholarly article) [P31, primary]. Wikidata. wikidata.org.

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Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.

APA

4ort.xyz Knowledge Graph. (2026). “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters. Retrieved May 24, 2026, from https://4ort.xyz/entity/kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters

MLA

““Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters.

BibTeX

@misc{4ortxyz_kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{“Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters}}, year = {2026}, url = {https://4ort.xyz/entity/kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters}, note = {Accessed: 2026-05-24}}

LLM prompt

According to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): “Kelly is a Warm Person, Joseph is a Role Model”: Gender Biases in LLM-Generated Reference Letters — https://4ort.xyz/entity/kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters (retrieved 2026-05-24)

Canonical URL: https://4ort.xyz/entity/kelly-is-a-warm-person-joseph-is-a-role-model-gender-biases-in-llm-generated-reference-letters · Last refreshed: May 24, 2026