Thank you to Harry Scells for inviting me to give a talk at the University of Tübingen. I presented my research on the Set-Encoder, a permutation-invariant cross-encoder for re-ranking, and the Token-Independent Text Encoder, a new transformer-based encoder architecture that substantially improves the efficiency of bi-encoder models. My slides are available here.