Machine Learning Algorithms & Natural Language Processing

May 19, 2026 · Artificial Intelligence

Dynamic Memory Forest: Precise Long‑Dialogue Tracking 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, enabling entropy‑driven walks and grafting mechanisms that markedly improve coherence and efficiency of LLM responses.