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A code-review prompt produces too many false positives. Which change most improves precision?

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Answer: B

Explicit categorical criteria give the model a testable line to apply consistently. Vague instructions like 'be conservative' and confidence-based filtering don't move precision.

صاف اور دو ٹوک اصول ماڈل کو ایک ایسی لکیر دیتے ہیں جسے وہ ہر بار ایک جیسا لگا سکے۔ 'احتیاط کرو' جیسی مبہم ہدایت یا اعتماد (confidence) پر چھاننا درستگی نہیں بڑھاتا۔

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