Who Gets Cited? Gender- and Majority-Bias in LLM-Driven Reference Selection

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• M Mel Andrews @bayesianboy.bsky.social: existing work that demonstrates some of this can be found here: arxiv.org/abs/2508.02740 →
• Sasha Costanza-Chock @schock.cc amplified

  Mel Andrews @bayesianboy.bsky.social

  Here is work showing some of this effect. It is important, however, to see the form that this takes ‘in the wild’ in terms of the erasure of actual women-led scholarship in LLMs by multiple modalities, so I intend to run…

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• J Jen Raso @jenraso.bsky.social amplified

  @exceedhergrasp1.bsky.social

  Thanks! Link: arxiv.org/abs/2508.02740

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• E Emily Hunt @emily.space amplified

  @stephenserjeant.bsky.social

  Don’t trust LLMs with your literature searches. Horrible gender biases as found in this paper (from later in the thread below) arxiv.org/abs/2508.02740 🧪🔭

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