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vath/analysis/prompt-1.txt
2026-05-05 16:50:10 -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.