[KongchangAI]
Product

llm-beliefs

An open-source experimental project that asks language models closed-ended questions about each country and visualizes the answers, revealing systematic biases the models hold toward different countries.

Timeline (last 90 days)

Nov 8

A Reddit user developed an open-source program called llm-beliefs that iterates through countries around the world, poses closed-ended questions to language models about whether censorship exists in a given country, and visualizes the answers as an SVG world map.

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Nov 8

The author of the llm-beliefs project said he was "quite surprised" by the results.

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Nov 8

The article's author did not disclose which model llm-beliefs specifically used.

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Nov 8

llm-beliefs did not publish the specific prompts, model version, or parameter settings, resulting in limited interpretability of the results.

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