Author

Rakesh Iyer

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Preprint Aug 2026

When Machines Speak: A Unified Generative Framework for Integrating Machine-Native Symbols into Pretrained Large Language Models

UniLang is introduced, a unified generative framework that bridges the divide between language modeling and structured prediction by extending pretrained LLMs to treat machine-native symbols as first-class generative units alongside natural-language tokens.

Su Yan, Rakesh Iyer · 0 citations