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18 changes: 18 additions & 0 deletions _team/farin-lippmann.md
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---
name: "Farin Lippmann"
role: "PhD student"
ordering: 3
imgpath: "/assets/placeholder.png"
teaser: "Generalization capabilities of transformer models"
layout: "member"
---

Currently, I am examining the abilities of transformer models to generalize both in-domain (interpolation) and out-of-domain (extrapolation).
Most previous work has only been interested in extrapolation over the input length.
My experiments will examine extrapolation by defining the input space in a way that we can measure distances between the inputs.
In doing so, I will be able to train the model in a certain input domain and then query it with inputs increasingly far away from it.
Using this distance measure, I can also find out how model performance depends on how densely the input space was sampled during training.

### Further links

- [GitHub](https://github.com/toucanmeister)