Unverified50% confidenceDecision RuleExact time
The diversity of synthetic queries needs to be managed in two parts, "useful" and "hallucinated"; persona conditioning is worth using because it reliably improves parser F1; grammatical conditioning is more critical for distribution alignment but must be paired with hallucination detection, especially checks for constraint loss.
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50%
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Long-term
Relevance
10/27/2026
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