20:14
2026-08-11
arxiv.org
large-language-models
Previous-Token Prediction Based LLM Near-Exact Prompt Reconstruction
Researchers introduced PTP (Previous-Token Prediction), a black-box method for near-exact prompt reconstruction from LLM outputs, trained entirely on synthetic data from the target model without auxil…