1 code implementation • 21 Apr 2023 • Joakim Edin, Alexander Junge, Jakob D. Havtorn, Lasse Borgholt, Maria Maistro, Tuukka Ruotsalo, Lars Maaløe
Medical coding is the task of assigning medical codes to clinical free-text documentation.
Ranked #1 on Medical Code Prediction on MIMIC-IV ICD-10
no code implementations • 21 May 2022 • Abdelrahman Mohamed, Hung-Yi Lee, Lasse Borgholt, Jakob D. Havtorn, Joakim Edin, Christian Igel, Katrin Kirchhoff, Shang-Wen Li, Karen Livescu, Lars Maaløe, Tara N. Sainath, Shinji Watanabe
Although self-supervised speech representation is still a nascent research area, it is closely related to acoustic word embedding and learning with zero lexical resources, both of which have seen active research for many years.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +3
no code implementations • 2 Mar 2022 • Federico Bergamin, Pierre-Alexandre Mattei, Jakob D. Havtorn, Hugo Senetaire, Hugo Schmutz, Lars Maaløe, Søren Hauberg, Jes Frellsen
These techniques, based on classical statistical tests, are model-agnostic in the sense that they can be applied to any differentiable generative model.
1 code implementation • 22 Feb 2022 • Jakob D. Havtorn, Lasse Borgholt, Søren Hauberg, Jes Frellsen, Lars Maaløe
Stochastic latent variable models (LVMs) achieve state-of-the-art performance on natural image generation but are still inferior to deterministic models on speech.
4 code implementations • 16 Feb 2021 • Jakob D. Havtorn, Jes Frellsen, Søren Hauberg, Lars Maaløe
Deep generative models have been demonstrated as state-of-the-art density estimators.
Out-of-Distribution Detection Out of Distribution (OOD) Detection
no code implementations • ACL 2020 • Jakob D. Havtorn, Jan Latko, Joakim Edin, Lasse Borgholt, Lars Maaløe, Lorenzo Belgrano, Nicolai F. Jacobsen, Regitze Sdun, Željko Agić
We address a challenging and practical task of labeling questions in speech in real time during telephone calls to emergency medical services in English, which embeds within a broader decision support system for emergency call-takers.
Automatic Speech Recognition Automatic Speech Recognition (ASR) +1