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Zhi-Yuan Li

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#human-computer interacti... Preprint Sep 2026

A Scenario-Knowledge-Driven Pipeline for Just-in-Time Assistance

A scenario-knowledge-driven pipeline is proposed: a single scenario knowledge document, human-authored and version-controlled, configures sensing, constrains LLM reasoning, and shapes a graded intervention proposal that appropriateness of these interventions, the pipeline's restraint on sessions without struggle, and t...

Zhi-Yuan Li, T. Hara, Jun Ota · 0 citations

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