Publications
- Schopf, Tim; Blatzheim, Alexander; Machner, Nektarios; Matthes, Florian. Efficient Few-shot Learning for Multi-label Classification of Scientific Documents with Many Classes, Proceedings of the 7th International Conference on Natural Language and Speech Processing, pages 186–198, Trento, Italy - ICNLSP 2024
- Meisenbacher, Stephen; Schopf, Tim; Yan, Weixin; Holl, Patrick; Matthes, Florian. An Improved Method for Class-specific Keyword Extraction: A Case Study in the German Business Registry, Proceedings of the 20th Conference on Natural Language Processing, pages 159–165, Vienna, Austria - KONVENS 2024
- Schopf, Tim; Matthes, Florian. NLP-KG: A System for Exploratory Search of Scientific Literature in Natural Language Processing, Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (Volume 3: System Demonstrations), pages 127–135, Bangkok, Thailand - ACL 2024
- Schopf, Tim; Machner, Nektarios; Matthes, Florian. A Knowledge Graph Approach for Exploratory Search in Research Institutions, Proceedings of the 15th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, Rome, Italy - KMIS 2023
- Schopf, Tim; Arabi, Karim; Matthes, Florian. Exploring the Landscape of Natural Language Processing Research, Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing Varna, Bulgaria - RANLP 2023
- Schopf, Tim; Schneider, Dennis; Matthes, Florian. Efficient Domain Adaptation of Sentence Embeddings Using Adapters, Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing, Varna, Bulgaria - RANLP 2023
- Schopf, Tim; Gerber, Emanuel; Ostendorff, Malte; Matthes, Florian. AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual Similarity using Contrastive Learning and Structured Knowledge, Proceedings of the 14th International Conference on Recent Advances in Natural Language Processing, Varna, Bulgaria - RANLP 2023
- Schopf, Tim; Braun, Daniel; Matthes, Florian. Semantic Label Representations with Lbl2Vec: A Similarity-Based Approach for Unsupervised Text Classification, Marchiori, M., Domínguez Mayo, F.J., Filipe, J. (eds) Web Information Systems and Technologies. WEBIST WEBIST 2020 2021. Lecture Notes in Business Information Processing, vol 469. Springer, Cham
- Schopf, Tim; Braun, Daniel; Matthes, Florian. Evaluating Unsupervised Text Classification: Zero-shot and Similarity-based Approaches, 6th International Conference on Natural Language Processing and Information Retrieval, Bangkok, Thailand - NLPIR 2022
- Schopf, Tim; Klimek, Simon; Matthes, Florian. PatternRank: Leveraging Pretrained Language Models and Part of Speech for Unsupervised Keyphrase Extraction, Proceedings of the 14th International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management, Valletta, Malta - KDIR2022
- Schneider Phillip; Schopf, Tim; Vladika, Juraj; Galkin, Mikhail; Simperl, Elena; Matthes, Florian. A Decade of Knowledge Graphs in Natural Language Processing: A Survey, Proceedings of the 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (Volume 1: Long Papers), pages 601–614, Online - AACL-IJCNLP 2022
- Schopf, Tim; Dresse, Kilian; Matthes, Florian. Towards AI Platforms for Stationary Retail, 5th International Conference on Artificial Intelligence for Industries, Laguna Hills, USA - AI4I 2022
- Schopf, Tim; Weinberger, Peter; Kinkeldei, Thomas; Matthes, Florian Towards Bilingual Word Embedding Models for Engineering, 4th International Conference on Management Science and Industrial Engineering, Chiang Mai, Thailand - MSIE 2022
- Schopf, Tim; Braun, Daniel; Matthes, Florian. Lbl2Vec: An Embedding-Based Approach for Unsupervised Document Retrieval on Predefined Topics, Proceedings of the 17th International Conference on Web Information Systems and Technologies, Online - WEBIST 2021
- Braun, Daniel; Klymenko, Oleksandra; Schopf, Tim; Akan, Kaan; Matthes, Florian. The Language of Engineering: Training a Domain-Specific Word Embedding Model for Engineering, 3rd International Conference on Management Science and Industrial Engineering, Osaka, Japan - MSIE 2021