[KongchangAI]
ConceptExpert Prefixes

Expert Prefix

A conditional supervised injection mechanism within the DEEPO method. When a query's semantic entropy exceeds a threshold, fact-based guided continuations are dynamically injected to restore gradient diversity signals in RL training under high-uncertainty scenarios.

Timeline (last 90 days)

Sep 25

DEEPO's expert prefix is a dynamically triggered supervised injection mechanism that injects fact-based guided continuations only when a query's semantic entropy exceeds a threshold, in order to restore the variance of the advantage.

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Sep 25

Forcibly injecting expert prefixes on easy questions with low semantic entropy instead introduces bias; intervening only on hard questions is a precise intervention for restoring learning signals.

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