Search Results for author: Paloma Rabaey

Found 4 papers, 4 papers with code

Clinical Reasoning over Tabular Data and Text with Bayesian Networks

1 code implementation14 Mar 2024 Paloma Rabaey, Johannes Deleu, Stefan Heytens, Thomas Demeester

Bayesian networks are well-suited for clinical reasoning on tabular data, but are less compatible with natural language data, for which neural networks provide a successful framework.

Neural Bayesian Network Understudy

1 code implementation15 Nov 2022 Paloma Rabaey, Cedric De Boom, Thomas Demeester

Bayesian Networks may be appealing for clinical decision-making due to their inclusion of causal knowledge, but their practical adoption remains limited as a result of their inability to deal with unstructured data.

Decision Making

Frozen Pretrained Transformers for Neural Sign Language Translation

1 code implementation International Workshop on Automatic Translation for Signed and Spoken Languages (AT4SSL) 2021 Mathieu De Coster, Karel D'Oosterlinck, Marija Pizurica, Paloma Rabaey, Severine Verlinden, Mieke Van Herreweghe, Joni Dambre

Our results show that pretrained language models can be used to improve sign language translation performance and that the self-attention patterns in BERT transfer in zero-shot to the encoder and decoder of sign language translation models.

Decoder Machine Translation +3

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