Large Memory Models Update Knowledge Without Full Retraining
Large Memory Models (LM2) enable continuous learning & updating factual knowledge without compromising base model stability. Demonstrates improved performance on knowledge-intensive tasks.
This is a Plain English Papers summary of a research paper called Large Memory Models: AI That Updates Knowledge Without Full Retraining. If you like these kinds of analysis, you should join AImodels.fyi or follow us on Twitter. Overview Large Memory Models (LM2) introduce dynamic memory updates to language models Memory system splits into two components: frozen base model and updateable memory Enables continuous learning while maintaining original capabilities Demonstrates improved performance on knowledge-intensive tasks Successfully updates factual knowledge without compromising b...