Papers by Terry Lyons
Sig-Networks Toolkit: Signature Networks for Longitudinal Language Modelling (2024.eacl-demo)
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Talia Tseriotou, Ryan Chan, Adam Tsakalidis, Iman Munire Bilal, Elena Kochkina, Terry Lyons, Maria Liakata
| Challenge: | Existing work on temporal and longitudinal language modelling has focused on taskoriented models. |
| Approach: | They propose an open-source, pip installable toolkit that incorporates Signature-based Neural Network models into various longitudinal language modelling tasks. |
| Outcome: | The proposed model outperforms Transformer-based models in three NLP tasks and provides guidance for future projects. |