Subjective Content Descriptions: Semantic Representation Learning
Investigator: Prof. Dr. Ralf Möller
Research Associate: Magnus Bender, Felix Kuhr
An agent in pursuit of a task may work with an individual collection of documents, which is known as a corpus. Each document is associated with additional data providing location-specific subjective content descriptions. Manually creating subjective content descriptions for documents is a time-consuming task. Therefore, this project investigates a domain-adaptation approach for context- and location-specific enrichment of documents from one corpus using already existing subjective content descriptions associated to documents of another corpus. A case study shows the effectiveness of our approach using a source corpus containing documents which are associated with subjective content descriptions and a target corpus containing only documents.
Publications
2024
- Magnus Bender, Tanya Braun, Ralf Möller, Marcel Gehrke: Unsupervised Estimation of Subjective Content Descriptions in an Information System
wird veröffentlicht in: International Journal of Semantic Computing, 2023
2023
- Magnus Bender, Tanya Braun, Ralf Möller, Marcel Gehrke: LESS is More: LEan Computing for Selective Summaries
in: KI 2023: Advances in Artificial Intelligence, 2023, Springer Nature Switzerland, p.1-14 - Magnus Bender, Kira Schwandt, Ralf Möller, Marcel Gehrke: FrESH – Feedback-reliant Enhancement of Subjective Content Descriptions by Humans
in: Proceedings of the Workshop on Humanities-Centred Artificial Intelligence (CHAI 2023), , CEUR Workshop Proceedings, p.15-24 - Thomas Asselborn, Sylvia Melzer, Said Aljoumani, Magnus Bender, Florian Andreas Marwitz, Konrad Hirschler, Ralf Möller: Fine-tuning BERT Models on Demand for Information Systems Explained Using Training Data from Pre-modern Arabic
in: Proceedings of the Workshop on Humanities-Centred Artificial Intelligence (CHAI 2023), , CEUR Workshop Proceedings, p.38-51 - Thomas Sievers, Magnus Bender, Ralf Möller: Connecting AI Technologies as Online Services to a Humanoid Service Robot
in: 15th International Conference on Computer and Automation Engineering (ICCAE), 2023, IEEE, p.431-435 - Magnus Bender, Tanya Braun, Ralf Möller, Marcel Gehrke: Unsupervised Estimation of Subjective Content Descriptions
in: 17th IEEE International Conference on Semantic Computing, (ICSC 2023), February 1-3, 2023, IEEE
2022
- Simon Schiff, Magnus Bender, Ralf Möller: Embodiment of an Agent by a Pepper Robot for Explaining Retrieval Results
in: Proceedings of the Workshop on Humanities-Centred Artificial Intelligence (CHAI 2022), , CEUR Workshop Proceedings, p.29-37 - Magnus Bender, Felix Kuhr, Tanya Braun: To Extend or not to Extend? Enriching a Corpus with Complementary and Related Documents
in: International Journal of Semantic Computing, 2022, Vol.16, (4), p.521-545 - Felix Kuhr: Context is the Key: Context-aware Corpus Annotation using Subjective Content Descriptions
University of Lübeck, 2022, März, PhD thesis - Magnus Bender, Felix Kuhr, Tanya Braun: To Extend or not to Extend? Complementary Documents
in: 16th IEEE International Conference on Semantic Computing, (ICSC 2022), Virtual, January 26-28, 2022, IEEE, p.17-24 - Magnus Bender, Felix Kuhr, Tanya Braun, Ralf Möller: Estimating Context-Specific Subjective Content Descriptions using BERT
in: 16th IEEE International Conference on Semantic Computing, (ICSC 2022), Virtual, January 26-28, 2022, IEEE, p.171-172
2021
- Magnus Bender, Tanya Braun, Marcel Gehrke, Felix Kuhr, Ralf Möller, Simon Schiff: Identifying and Translating Subjective Content Descriptions Among Texts
in: International Journal of Semantic Computing, 2021, Vol.15, (4), p.461-485 - Felix Kuhr, Matthis Lichtenberger, Tanya Braun, Ralf Möller: Enhancing Relational Topic Models with Named Entity Induced Links
in: Proceedings of 15th IEEE International Conference on Semantic Computing (ICSC 2021), Laguna Hills, CA, USA, January 27-29, 2021, IEEE, p.314-317 - Felix Kuhr, Magnus Bender, Tanya Braun, Ralf Möller: Context-specific Adaptation of Subjective Content Descriptions
in: 15th IEEE International Conference on Semantic Computing, (ICSC 2021), Laguna Hills, CA, USA, January 27-29, 2021, IEEE, p.134-139 - Magnus Bender, Tanya Braun, Marcel Gehrke, Felix Kuhr, Ralf Möller, Simon Schiff: Identifying Subjective Content Descriptions Among Texts
in: 15th IEEE International Conference on Semantic Computing, (ICSC 2021), Laguna Hills, CA, USA, January 27-29, 2021, IEEE, p.9-16
2020
- Simon Schiff, Felix Kuhr, Sylvia Melzer, Ralf Möller: AI-based Companion Services for Humanities
in: AI methods for digital heritage, Workshop at 43rd German Conference on Artificial Intelligence, 2020 - Felix Kuhr, Magnus Bender, Tanya Braun, Ralf Möller: Augmenting and Automating Corpus Enrichment
in: Int. J. Semantic Computing, 2020, Vol.14, (2), p.173-197 - Felix Kuhr, Özgür L. Özçep: Theory Interpretations for Topic Models
in: Proceedings of the 33rd International Florida Artificial Intelligence Research Society Conference (FLAIRS-20), 2020 - Felix Kuhr, Tanya Braun, Ralf Möller: Augmenting and Automating Corpus Enrichment
in: Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20), 2020, Best Student Paper Award - Felix Kuhr, Magnus Bender, Tanya Braun, Ralf Möller: Maintaining Topic Models for Growing Corpora
in: Proceedings of the 14th IEEE International Conference on Semantic Computing (ICSC-20), 2020
2019
- Felix Kuhr, Tanya Braun, Magnus Bender, Ralf Möller: To Extend or not to Extend? Context-specific Corpus Enrichment
in: Proceedings of AI 2019: Advances in Artificial Intelligence, 2019, Springer, p.357-368 - Özgür L. Özçep, Felix Kuhr, Ralf Möller: Influence-Based Independence
in: Proceedings of the 32nd International Florida Artificial Intelligence Research Society Conference (FLAIRS-19), 2019, AAAI Press, p.26-31 - Felix Kuhr, Bjarne Witten, Ralf Möller: Corpus-Driven Annotation Enrichment
in: Proceedings of the 13th IEEE International Conference on Semantic Computing (ICSC-19), 2019, Jan, p.138-141 - Felix Kuhr, Ralf Möller: Constructing and Maintaining Corpus-Driven Annotations
in: Proceedings of the 13th IEEE International Conference on Semantic Computing (ICSC-19), 2019, Jan, p.462-467
2017
- Tanya Braun, Felix Kuhr, Ralf Möller: Unsupervised Text Annotations
in: Proceedings of the 6th Workshop on Dynamics of Knowledge and Belief (DKB-2017) and the 5th Workshop KI & Kognition (KIK-2017) co-located with 40th German Conference on Artificial Intelligence (KI 2017), 2017, 25.-29.09., CEUR-WS.org, CEUR Workshop Proceedings, Vol.1928, p.23-30