Text-Preserving Lossy Text Compression: A Study of Strategic Deletion and LLM Reconstruction 事件

Text-Preserving Lossy Text Compression: A Study of Strategic Deletion and LLM Reconstruction arXiv:2605.29000v1 Announce Type: new Abstract: Traditional lossless text compression preserves every byte, but its gains on natural language are often modest in realistic operating regimes. We study \emph{lossy semantic text compression}, where the encoder strategically deletes parts of the text and a large language model (LLM) reconstructs the original content from the retained skeleton. We benchmark