ColaBench: Evaluating Memory-Guided Knowledge Acquisition in Personal Agents.

arXiv:2610.30989v1 Announce Type: new Abstract: Personal agents need to draw on long-term interaction history to retrieve and apply external knowledge suited to a user's current request. Even an answer grounded in relevant documents can be unsuitable when it o