Flutterby™! : LLM gender bias in the sciences

LLM gender bias in the sciences

2026-06-18 18:38:45.563955+02 by Dan Lyke 0 comments

A couple of Blüskï threads to read this morning:

one anecdote: I was searching for a link to one of my old papers on Google, and the automated Gemini summary attributed all of my lab's work to my husband

Quoting Mel Andrews ‪@bayesianboy.bsky.social‬

When utilized in literature review, LLMs consistently 1. fail to mention female authors in female-led literatures, 2. insist that men are more influential or more heavily cited when this is contradicted by objective citation counts, and 3. attribute women’s work to hallucinated male scholars.

Which references Who Gets Cited? Gender- and Majority-Bias in LLM-Driven Reference Selection Jiangen He.

Lots of stuff there, including how Google's AI search is totally fucking up ORCiD references.

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