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: ReFrESH – Relation-preserving Feedback-reliant Enhancement of Subjective Content Descriptions
    in: 18th IEEE International Conference on Semantic Computing, (ICSC 2024), February 5-7, 2024, IEEE, p.17-24
    Website BibTeX
  • Magnus Bender, Tanya Braun, Ralf Möller, Marcel Gehrke: Unsupervised Estimation of Subjective Content Descriptions in an Information System
    in: International Journal of Semantic Computing, 2024, Vol.18, (1)
    DOI BibTeX
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2023

  • 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
    Website BibTeX
  • 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
    Website BibTeX
  • 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
    Website BibTeX
  • 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
    Website BibTeX
  • 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
    Website BibTeX
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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
    Website BibTeX
  • 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
    DOI BibTeX
  • Felix Kuhr: Context is the Key: Context-aware Corpus Annotation using Subjective Content Descriptions
    University of Lübeck, 2022, März, PhD thesis
    BibTeX
  • 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
    Website BibTeX
  • 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
    Website BibTeX
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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
    DOI BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
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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
    BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
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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
    DOI BibTeX
  • 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
    Website BibTeX
  • 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
    DOI BibTeX
  • 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
    DOI BibTeX
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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
    Website BibTeX
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