Data Party THU

Nov 26, 2025 · Artificial Intelligence

Are Transformers Truly Invertible? Uncovering Injectivity and the SIPIT Algorithm

A recent study demonstrates that mainstream Transformer language models are mathematically injective and practically invertible, with large‑scale experiments confirming no hidden‑state collisions and a new SIPIT algorithm achieving 100% input reconstruction across text and code.