{"type": "article", "title": "When Machines Speak: A Unified Generative Framework for Integrating Machine-Native Symbols into Pretrained Large Language Models", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/when-machines-speak-a-unified-generative-framework-for-integrating-machine-into", "original_source": "https://arxiv.org/abs/2608.19529", "published": "2026-08-21T04:00:00+00:00", "accessed": "2026-08-21", "id": "when-machines-speak-a-unified-generative-framework-for-integrating-machine-into"}