Semantic reminiscence: information and issues
Semantic reminiscence shops structured information “in regards to the world and [the agent] itself”, because the paper places it. This could possibly be so simple as utilizing a primary key/worth retailer for person preferences, or may contain a extra advanced system like vector embedding. The purpose is to offer the agent a method to search for such “world data” readily, and to have it obtainable in a format the agent can use as-is.
It additionally helps for semantic reminiscence to be controllable. Because the paper notes, an exterior supply like Wikipedia is “an exterior surroundings that could be unexpectedly modified by different customers,” however an offline model (primarily, a static point-in-time snapshot) wouldn’t have this downside.
Procedural reminiscence: duties and abilities
On the floor, procedural reminiscence sounds a little bit like episodic reminiscence: it’s used to retailer issues like reasoning processes or studying procedures. However procedural reminiscence is particularly for permitting the LLM to breed the steps of a course of, quite than the mere indisputable fact that it adopted such a course of. It permits these procedures to be carried out repeatedly with out having to be re-discovered or re-created from scratch every time.
