04:00
2026-08-21
arxiv.org
large-language-models
When Machines Speak: A Unified Generative Framework for Integrating Machine-Native Symbols into Pretrained Large Language Models
Researchers introduced UniLang, a unified generative framework that extends pretrained large language models (LLMs) to treat machine-native symbols as first-class generative units alongside natural-la…