Has anyone else noticed this LLM language bias?
Has anyone else noticed this LLM language bias?

Has anyone else noticed this LLM language bias?

I have been experimenting with LLMs to see how well they navigate highly cross-referenced texts like the Bible. Standard models often hallucinate verses or lose historical context.

To try and fix this, I built a free app called Biblians (no ads, no paywalls). I built it specifically for people who have questions they might hesitate to ask in person, or who simply want a 1-click way to explain a verse.

While testing it, I discovered a fascinating denominational bias that is still lingering and changes depending entirely on the language you use:

  • In English: It is Protestant-leaning. It praises Luther, saying things like, "Martin Luther sought to return the Church to the truth of God's Word."
  • In Spanish, French, or Portuguese: It is Catholic-leaning. It condemns Luther's actions, stating: "...trajo confusión..." (...brought confusion...).

Has anyone else noticed how drastically the training data changes the core bias based on the language prompted?

I would love for this community to test the app, look for other linguistic biases, or just try to break the AI's logic.

You can experiment with it here: https://play.google.com/store/apps/details?id=com.biblians.app

Let me know what weird outputs you get!

submitted by /u/Snorlax_lax
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