Parametric Session States Recover Retrieval Intent without Replaying History

Qingsen Ma, Dianyun Wang, Jiahong Liu +1

Long-running assistants often interpret follow-up requests whose referents, constraints, and active goals were established many turns earlier. The central challenge is therefore no…