Contact

For questions about the dataset, scoring methodology, model coverage, or published model-output profiles, contact Jonathan R Reed through the author site.

Researchers interested in using PoliBench data, extending the question bank, or collaborating on AI political-response analysis are welcome to reach out.

For privacy questions, data review requests, or removal inquiries related to published benchmark rows, see the Privacy Policy or contact Jonathan R Reed.

Can I use PoliBench data in my research? Yes. Published artifacts are available for academic and commercial research. Please cite the release and preserve the stated evidence level when referencing scores or model-output profiles.

How often are models re-evaluated? New model routes are considered through the locked release process. Paper-facing updates require preflight, canary, audit, and artifact checks before publication.

Can I suggest new questions or topics? The question bank is versioned and evolves over time. Proposals for new axes, topic expansions, or wording refinements are welcome for consideration in future releases.