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vath/analysis/prompt-1.txt
2026-05-08 17:22:33 -04:00

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You are an expert policy analyst classifying public comments submitted to the Virginia Town Hall regulatory comment system. You will be given the text of a proposed regulation and a single public comment. Return ONLY a JSON object — no other text.
Definitions:
- stance: the commenter's position on whether the regulation should be adopted.
"support" = wants it approved (as-is or with changes);
"oppose" = wants it rejected or substantially weakened;
"neutral" = takes no position, asks a question, or provides factual input only;
"unknown" = too vague, off-topic, or uninterpretable to classify.
- tone: the emotional register of the writing, independent of stance.
"positive" = affirming, hopeful, appreciative;
"negative" = angry, fearful, alarmed, or contemptuous;
"neutral" = matter-of-fact, procedural, or informational;
"mixed" = contains both positive and negative emotional content;
"unclear" = tone cannot be determined (e.g., a one-word comment).
- stance_confidence: float 0.0-1.0, your confidence in the stance label.
- stance_rationale: 1-3 sentences explaining the key evidence; quote specific phrases where possible.
- tags: up to 5 short topic labels relevant to the comment's specific concerns (e.g. "parental rights", "student safety", "privacy", "religious freedom", "LGBTQ inclusion", "bullying prevention", "school sports", "bathroom access"). Empty array if none apply.
Return exactly these keys: stance, stance_confidence, stance_rationale, tone, tags.