Parametric Session States Recover Retrieval Intent without Replaying History.

arXiv:2610.33047v1 Announce Type: cross Abstract: Long-running assistants often interpret follow-up requests whose referents, constraints, and active goals were established many turns earlier. The central challenge is therefore not only context length, but ret