Threading the Needle: How GRAFT Reinvents Document Translation with DAGs and LLM Agents
TL;DR for operators Long-document translation does not fail only because the model lacks enough tokens. It fails because documents are not bags of sentences. They contain references, implied pronouns, repeated terms, topic shifts, callbacks, causal links, and the occasional sentence that makes sense only because something three paragraphs earlier did the heavy lifting. ...