145 citations
- Technische Universität BerlinDE7 papers
- Freie Universität BerlinDE3 papers
- Istituto Nazionale di Fisica Nucleare, Sezione di BolognaIT2 papers
- The University of TokyoJP2 papers
- University of Duisburg-EssenDE2 papers
- Brigham and Women's HospitalUS1 paper
- Bulgarian Academy of SciencesBG1 paper
- Center of Advanced European Studies and ResearchDE1 paper
- Charité - Universitätsmedizin BerlinDE1 paper
- Dana-Farber Brigham Cancer CenterUS1 paper
- Dana-Farber Cancer InstituteUS1 paper
- Einstein Center Digital FutureDE1 paper
5 papers · 1 filter
MEDBERT.de: A Comprehensive German BERT Model for the Medical Domain
Keno K. Bressem, Jens-Michalis Papaioannou, Paul Grundmann +12
This paper presents medBERTde, a pre-trained German BERT model specifically designed for the German medical domain. The model has been trained on a large corpus of 4.7 Million Germ…
VisBERT: Hidden-State Visualizations for Transformers
Betty van Aken, Benjamin Winter, Alexander Löser +1
Explainability and interpretability are two important concepts, the absence of which can and should impede the application of well-performing neural networks to real-world problems…
Learning Contextualized Document Representations for Healthcare Answer Retrieval
Sebastian Arnold, Betty van Aken, Paul Grundmann +2
We present Contextual Discourse Vectors (CDV), a distributed document representation for efficient answer retrieval from long healthcare documents. Our approach is based on structu…
How Does BERT Answer Questions? A Layer-Wise Analysis of Transformer Representations
Betty van Aken, Benjamin Winter, Alexander Löser +1
Bidirectional Encoder Representations from Transformers (BERT) reach state-of-the-art results in a variety of Natural Language Processing tasks. However, understanding of their int…
SECTOR: A Neural Model for Coherent Topic Segmentation and Classification
Sebastian Arnold, Rudolf Schneider, Philippe Cudré-Mauroux +2
When searching for information, a human reader first glances over a document, spots relevant sections and then focuses on a few sentences for resolving her intention. However, the…