An End-to-end Model for Entity-level Relation Extraction using Multi-Instance Learning. Markus Eberts, Adrian Ulges; EACL'21.
CoRT: Complementary Rankings from Transformers. (Paper | Code)Marco Wrzalik and Dirk Krechel; Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2021).
Open-World Knowledge Graph Completion Benchmarks for Knowledge Discovery. Felix Hamann, Adrian Ulges, Dirk Krechel, Ralph Bergmann; International Conference on Industrial, Engineering & Other Applications of Applied Intelligent Systems
(IEA/AIE 2021).
Neural Semantic Search in German Legal Documents. Marco Wrzalik, Marcel Lamott, Adrian Ulges, Dirk Krechel; Internationales Rechtsinformatik Symposium (IRIS21).
A Structural Transformer with Relative Positions in Trees for Code-to-Sequence Tasks. Johannes Villmow, Adrian Ulges, Ulrich Schwanecke; The International Joint Conference on Neural Networks (IJCNN 2021).
2020
Span-based Joint Entity and Relation Extraction with Transformer Pre-training (Paper | Code)Markus Eberts, Adrian Ulges; ECAI'20; Jun 2020
ManyEnt: A Dataset for Few-shot Entity Classification Markus Eberts, Kevin Pech, Adrian Ulges; COLING'20; Dec 2020.
Relation Specific Transformations for Open World Knowledge Graph Completion Haseeb Shah, Johannes Villmow, Adrian Ulges; TextGraphs Workshop 14 Workshop @ COLING'20; Dec 2020.
Neural Entity Linking on Technical Service Tickets.Nadja Kurz, Felix Hamann, Adrian Ulges; SDS'20; Jul 2020.
HSRM-LAVIS at TREC 2020 Deep Learning Track: Neural First-stage Ranking Complementing Term-based RetrievalMarco Wrzalik; TREC-Workshop; Nov 2020.
Bidirectional Transformer Language Models for Smart Autocompletion of Source Code.Felix Binder, Johannes Villmow, Adrian Ulges; SENSYBLE Workshop @ INFORMATIK 2020.
Citcom - Citation RecommendationMelina Meyer, Jenny Frey, Tamino Laub, Marco Wrzalik and Dirk Krechel; SENSYBLE Workshop @ INFORMATIK 2020.
2019
Hamming Sentence Embeddings for Information Retrieval (Paper | Code)Felix Hamann, Nadja Kurz, Adrian Ulges; arXiv:1808.07334; Aug 2019
An Open-World Extension to Knowledge Graph Completion Models (Paper | Code)Haseeb Shah, Johannes Villmow, Adrian Ulges, Ulrich Schwanecke, Faisal Shafait; AAAI'19, Jan 2019
Balanced Word Clusters for Interpretable Document RepresentationMarco Wrzalik, Dirk Krechel. ICDAR Workshops (ICDARW)'19
Document Distance Metric Learning in an Interactive Exploration ProcessMarco Wrzalik. SIGIR'19
Seq2SQL -Evaluating Different Deep Learning Architectures Using Word EmbeddingsKevin Stowers, Dirk Krechel; MLDM'19.
Semantic Code Search with Neural Bag-of-Words and Graph Convolutional Networks.Anna Abad Sieper, Omar Amarkhel, Savina Diez and Dominic Petrak; SKILL Student Conference @ INFORMATIK 2020 (best paper award).