AI-Assisted Representation Survey Demo

Reviewer Transparency Mode (show all API calls and processing details)

Some people have a political issue that they care about more than most other issues. They might think about the issue a lot. They might pay particular attention to news about that issue, even when it's not making national news. They might focus on what political candidates say about that issue, and decide who to vote for on the basis of that issue. Or they might just care about the issue a lot. What is that issue for you and what is your position on that issue?

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OpenRouter API Call Details

This panel shows how your input was processed by the LLM to generate policy clarifications.

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Clarify Your Position

Summary based on your input:

Which statement do you agree with the most? If there are several statements you agree with, please choose the one that you prefer the most.

Vector Search Processing Details

This panel shows how your selection was converted to vector embeddings and matched with policies in the vector database.

1. MixedbreadAI Embedding Generation ▼

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2. Pinecone Vector Database Search ▼

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Related Policies Found

Note: These CES-like questions (modeled after the Cooperative Election Study) are incorporated into:

A binary measure (support/oppose)
An ordinal measure of agreement (strongly oppose to strongly support)
A self-assessed policy satisfaction scale