Why it matters
Persuasion evals shape disinfo concern. Understanding shapes safety.
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The architecture
Human subject A/B: view before + after LLM message.
Measure opinion shift.
Multiple topics.
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How it works end to end
Human subject studies.
Ethical review.
Multiple topic domains.
Baseline vs LLM comparison.