Scholar
Benjamin Matthias Ruppik
Google Scholar ID: tBKEM4EAAAAJ
Heinrich Heine University Düsseldorf
Citations & Impact
Citations
176
H-index
7
i10-index
5
Publications
20
Co-authors
16
list available
Publications
Resume (English only)
Academic Achievements
- Publications:
- - Less is More: Local Intrinsic Dimensions of Contextual Language Models
- - Local Topology Measures of Contextual Language Model Latent Spaces With Applications to Dialogue Term Extraction
- - Topological Deep Learning for Term Extraction
- - Dialogue Term Extraction using Transfer Learning and Topological Data Analysis
Research Experience
- Currently a member of the Dialog Systems and Machine Learning lab at Heinrich-Heine-University Düsseldorf, led by Prof. Milica Gašić.
Education
- PhD in Low-dimensional Topology from the Max Planck Institute for Mathematics and the University of Bonn.
Background
- Machine Learning Researcher, focusing on Topological Deep Learning and Representation Learning, with a particular focus on applying Topological Data Analysis (TDA) to Natural Language Processing and Task-oriented Dialogue Systems.
Miscellany
- Contact: Email, LinkedIn (in English or German)
- Social Media: GitHub, HuggingFace, LinkedIn, Bluesky, Xing, X, MathStackExchange
