LLM-OCR-SWPC: Hanzi’s Cognitive Advantage and Token Efficiency in Multimodal AI

With the rapid progress of vision–language models such as DeepSeek-OCR and CogVLM, the properties of writing systems in multimodal tokenization have become increasingly important. Based on the Six-Writings Pictophonetic Coding (SWPC) principle, this paper