Machine Learning Algorithms & Natural Language Processing

May 8, 2026 · Artificial Intelligence

Dynamic Memory Forest: Precisely Tracking Long‑Range Dialogue Trajectories for Highly Coherent Responses

The paper introduces the Dynamic Memory Forest (DMF) framework, inspired by human memory consolidation and growth, which transforms fragmented long‑term dialogue histories into structured memory trees and employs entropy‑driven walks to retrieve coherent, context‑aware responses, outperforming full‑history and other memory baselines on multiple open‑domain chat datasets.