Text Embeddings Reveal Almost As Much As Text - Iterative Embedding Inversion

Explore a video lecture examining how text embeddings can potentially be used to reconstruct original embedded text under certain conditions. Learn about the Vec2Text method for iterative embedding inversion, its training process, and experimental results. Discover potential prevention techniques and considerations regarding sequence lengths. Gain insights into the privacy implications of text embeddings and their ability to reveal information about the original text.

- Intro
- Vec2Text: Iterative Embedding Inversion
- How to train this?
- Experimental results
- How can we prevent this?
- Some thoughts on sequence lengths