Out of One, Many: Using Language Models to Simulate Human Samples | Political Analysis | Cambridge Core

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Out of One, Many: Using Language Models to Simulate Human Samples | Political Analysis | Cambridge Core
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Can AI predict how you'll vote in the next election? New study says yes

We propose and explore the possibility that language models can be studied as effective proxies for specific human subpopulations in social science research. Practical and research applications of artificial intelligence tools have sometimes been limited by problematic biases , which are often treated as uniform properties of the models.

We term this propertyand explore its extent in GPT-3. We create “silicon samples” by conditioning the model on thousands of sociodemographic backstories from real human participants in multiple large surveys conducted in the United States. We then compare the silicon and human samples to demonstrate that the information contained in GPT-3 goes far beyond surface similarity.

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