SepLLM: How a Single Punctuation Mark Can Speed Up Large Language Models by 50%

Speeding Up Large Language Models with a Single Punctuation Mark How SepLLM shrinks context to 50 % of its original size without hurting quality—and how you can use it today “ Imagine writing a novel where every new sentence forces you to reread everything you have written so far. Transformer models feel that pain every time they generate a new word. A new approach called SepLLM replaces whole paragraphs with the punctuation that ends them, cutting both memory and time in half while keeping accuracy almost identical. 1. The Real Bottleneck Behind Long-Context AI Large Language Models (LLMs) such as …