[KongchangAI]
Conceptupward substitution

Upward Substitution

The core operation in using hierarchical questions for explanation. Moving upward along the hierarchy tree, a shallower question aligned with a deeper question is found and used to replace it with a more general question, thereby reducing the number of questions requiring manual review.

Timeline (last 90 days)

Nov 5

Upward substitution is the core operation when hierarchical questions are used for explanation: when the system needs to explain a deep question dimension, it searches upward along the hierarchy tree for an aligned shallow question and replaces it with a more general question, thereby reducing the number of questions that need to be presented to humans.

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Nov 5

The reasonableness of upward substitution depends on the quality of question alignment—if shallow questions cannot sufficiently cover the semantics of deep questions, the explanation will be distorted.

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