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Probe vs Prose: what the verifier-sharing-your-text-channel really costs

信息来源:DEV Community·

内容摘要

nexus-lab-zen's probe-vs-prose, tested across two axes — clarity (20 scenarios × 5 trials) and drift (controlled fresh-vs-stale, cross-model, two runs). On clarity, prose diverges on vague rules. On drift, prose misses cleanly when a precise rule has gone stale — so detection IS the gap there; the suppressor is staleness itself, not the rule's confidence language (a controlled test of the completeness-claim hypothesis did not hold). Probe's edge has two mechanisms: forced disambiguation (clarity) and drift-immune re-execution (drift).
内容分类AI 教程与实战
内容层级普通情报
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信息来源DEV Community
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