Birgit Kirsch

According to our database, Birgit Kirsch authored at least 8 papers between 2017 and 2025.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2025

Leveraging MLOps: Developing a Sequential Classification System for RFQ Documents in Electrical Engineering.

Claudio Martens, Hammam Abdelwahab, Katharina Beckh, Birgit Kirsch, Vishwani Gupta, Steffen Hoh, Dennis Wegener

Proceedings of the 47th IEEE/ACM International Conference on Software Engineering: Software Engineering in Practice, 2025

PM3-KIE: A Probabilistic Multi-Task Meta-Model for Document Key Information Extraction.

Birgit Kirsch, Héctor Allende-Cid, Stefan Rüping

Proceedings of the Findings of the Association for Computational Linguistics, 2025

2024

SKIE-SRL: Structured Key Information Extraction from Business Documents Using Statistical Relational Learning.

Birgit Kirsch, Xiang Yu, Nilesh Chakraborty, Niclas Doll, Sven Giesselbach, Stefan Rüping

Proceedings of the Machine Learning, Optimization, and Data Science, 2024

2023

Informed Machine Learning - A Taxonomy and Survey of Integrating Prior Knowledge into Learning Systems.

Laura von Rüden, Sebastian Mayer, Katharina Beckh, Bogdan Georgiev, Sven Giesselbach, Raoul Heese, Birgit Kirsch, Julius Pfrommer, Annika Pick, Rajkumar Ramamurthy, Michal Walczak, Jochen Garcke, Christian Bauckhage, Jannis Schuecker

IEEE Trans. Knowl. Data Eng., 2023

2020

Using Probabilistic Soft Logic to Improve Information Extraction in the Legal Domain.

Birgit Kirsch, Sven Giesselbach, Timothée Schmude, Malte Völkening, Frauke Rostalski, Stefan Rüping

Proceedings of the Conference "Lernen, 2020

2019

Noise Reduction in Distant Supervision for Relation Extraction Using Probabilistic Soft Logic.

Birgit Kirsch, Zamira Niyazova, Michael Mock, Stefan Rüping

Proceedings of the Machine Learning and Knowledge Discovery in Databases, 2019

Towards Automated Auditing with Machine Learning.

Rafet Sifa, Anna Ladi, Maren Pielka, Rajkumar Ramamurthy, Lars Patrick Hillebrand, Birgit Kirsch, David Biesner, Robin Stenzel, Thiago Bell, Max Lübbering, Ulrich Nütten, Christian Bauckhage, Ulrich Warning, Benedikt Fürst, Tim Dilmaghani Khameneh, Daniel Thom, Ilgar Huseynov, Roland Kahlert, Jennifer Schlums, Hisham Ismail, Bernd Kliem, Rüdiger Loitz

Proceedings of the ACM Symposium on Document Engineering 2019, 2019

2017

E2mC: Improving Emergency Management Service Practice through Social Media and Crowdsourcing Analysis in Near Real Time.

Clemens Havas, Bernd Resch, Chiara Francalanci, Barbara Pernici, Gabriele Scalia, Jose Luis Fernandez-Marquez, Tim Van Achte, Gunter Zeug, Maria Rosa (Rosy) Mondardini, Domenico Grandoni, Birgit Kirsch, Milan Kalas, Valerio Lorini, Stefan Rüping

Sensors, 2017