Compaction, decay and reinforcement in a two-tier conversational memory: a paired evaluation against retrieval-augmented generation

A conversational agent that remembers has to decide what to keep. Retrieval-augmented generation keeps the transcript and searches it; the alternative is to compact each turn into atomic facts and search those. We compare the two on LoCoMo, with both arms answering all 1,985 questions in one window,