Steven Schockaert

Knowing the Facts but Choosing the Shortcut: Understanding How Large Language Models Compare Entities EACL 2026 Systematic Relational Reasoning With Epistemic Graph Neural Networks ICLR 2025 Large Language and Reasoning Models are Shallow Disjunctive Reasoners ACL 2025 Grouping Entities with Shared Properties using Multi-Facet Prompting and Property Embeddings EMNLP 2025 Less Is MuRE: Revisiting Shallow Knowledge Graph Embeddings EMNLP 2025 There’s No Such Thing as Simple Reasoning for LLMs ACL 2025 Extracting Conceptual Spaces from LLMs Using Prototype Embeddings EMNLP 2025 Capturing Knowledge Graphs and Rules with Octagon Embeddings IJCAI 2024 Modelling Commonsense Commonalities with Multi-Facet Concept Embeddings ACL 2024 Ranking Entities along Conceptual Space Dimensions with LLMs: An Analysis of Fine-Tuning Strategies ACL 2024 AMenDeD: Modelling Concepts by Aligning Mentions, Definitions and Decontextualised Embeddings COLING 2024 Can Language Models Learn Embeddings of Propositional Logic Assertions? COLING 2024 Inductive Knowledge Graph Completion with GNNs and Rules: An Analysis COLING 2024 WordNet under Scrutiny: Dictionary Examples in the Era of Large Language Models COLING 2024 EnCore: Fine-Grained Entity Typing by Pre-Training Entity Encoders on Coreference Chains EACL 2024 A RelEntLess Benchmark for Modelling Graded Relations between Named Entities EACL 2024 RAGAs: Automated Evaluation of Retrieval Augmented Generation EACL 2024 Entity or Relation Embeddings? An Analysis of Encoding Strategies for Relation Extraction EMNLP 2024 CONTOR: Benchmarking Strategies for Completing Ontologies with Plausible Missing Rules EMNLP 2024 Cabbage Sweeter than Cake? Analysing the Potential of Large Language Models for Learning Conceptual Spaces EMNLP 2023 Ultra-Fine Entity Typing with Prior Knowledge about Labels: A Simple Clustering Based Strategy EMNLP 2023 What’s the Meaning of Superhuman Performance in Today’s NLU? ACL 2023 Solving Hard Analogy Questions with Relation Embedding Chains EMNLP 2023 What do Deck Chairs and Sun Hats Have in Common? Uncovering Shared Properties in Large Concept Vocabularies EMNLP 2023 Modelling Commonsense Properties Using Pre-Trained Bi-Encoders COLING 2022 Identifying Condescending Language: A Tale of Two Distinct Phenomena? EMNLP 2022 SemEval-2022 Task 4: Patronizing and Condescending Language Detection SEMEVAL 2022 SemEval-2022 Task 4: Patronizing and Condescending Language Detection NAACL 2022 Inferring Prototypes for Multi-Label Few-Shot Image Classification with Word Vector Guided Attention AAAI 2022 Self-Supervised Intermediate Fine-Tuning of Biomedical Language Models for Interpreting Patient Case Descriptions COLING 2022 Distilling Relation Embeddings from Pretrained Language Models EMNLP 2021 Deriving Word Vectors from Contextualized Language Models using Topic-Aware Mention Selection ACL 2021 Probing Pre-Trained Language Models for Disease Knowledge ACL 2021 BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies? ACL 2021 A Description Logic for Analogical Reasoning IJCAI 2021 Modelling General Properties of Nouns by Selectively Averaging Contextualised Embeddings IJCAI 2021 BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies? IJCNLP 2021 Probing Pre-Trained Language Models for Disease Knowledge IJCNLP 2021 Deriving Word Vectors from Contextualized Language Models using Topic-Aware Mention Selection IJCNLP 2021 A Mixture-of-Experts Model for Learning Multi-Facet Entity Embeddings COLING 2020 Inducing Relational Knowledge from BERT AAAI 2020 Don’t Patronize Me! An Annotated Dataset with Patronizing and Condescending Language towards Vulnerable Communities COLING 2020 Learning Company Embeddings from Annual Reports for Fine-grained Industry Characterization COLING 2020 Cardiff University at SemEval-2020 Task 6: Fine-tuning BERT for Domain-Specific Definition Classification COLING 2020 Cardiff University at SemEval-2020 Task 6: Fine-tuning BERT for Domain-Specific Definition Classification SEMEVAL 2020 Hierarchical Linear Disentanglement of Data-Driven Conceptual Spaces IJCAI 2020 Combining BERT with Static Word Embeddings for Categorizing Social Media EMNLP 2020 Modelling Semantic Categories Using Conceptual Neighborhood AAAI 2020 Learning Conceptual Spaces with Disentangled Facets CONLL 2019 Cardiff University at SemEval-2019 Task 4: Linguistic Features for Hyperpartisan News Detection SEMEVAL 2019 Word Embedding as Maximum A Posteriori Estimation AAAI 2019 A Latent Variable Model for Learning Distributional Relation Vectors IJCAI 2019 Collocation Classification with Unsupervised Relation Vectors ACL 2019 Automated Rule Base Completion as Bayesian Concept Induction AAAI 2019 Word and Document Embedding with vMF-Mixture Priors on Context Word Vectors ACL 2019 Relational Word Embeddings ACL 2019 Knowledge Representation with Conceptual Spaces COLING 2018 Improving Cross-Lingual Word Embeddings by Meeting in the Middle EMNLP 2018 SeVeN: Augmenting Word Embeddings with Unsupervised Relation Vectors COLING 2018 Modelling Salient Features as Directions in Fine-Tuned Semantic Spaces CONLL 2018 Syntactically Aware Neural Architectures for Definition Extraction NAACL 2018 Unsupervised Learning of Distributional Relation Vectors ACL 2018 Learning Conceptual Space Representations of Interrelated Concepts IJCAI 2018 Reasoning about Betweenness and RCC8 Constraints in Qualitative Conceptual Spaces IJCAI 2018 Relation Induction in Word Embeddings Revisited COLING 2018 Interpretable Emoji Prediction via Label-Wise Attention LSTMs EMNLP 2018 Induction of Interpretable Possibilistic Logic Theories from Relational Data IJCAI 2017 Modeling Context Words as Regions: An Ordinal Regression Approach to Word Embedding CONLL 2017 Learning Possibilistic Logic Theories from Default Rules IJCAI 2016 Plausible Reasoning Based on Qualitative Entity Embeddings IJCAI 2016 D-GloVe: A Feasible Least Squares Model for Estimating Word Embedding Densities COLING 2016 Multilateral Negotiation in Boolean Games with Incomplete Information Using Generalized Possibilistic Logic IJCAI 2015 Qualitative Reasoning about Directions in Semantic Spaces IJCAI 2015 Interpolative Reasoning with Default Rules IJCAI 2013 Towards a Deeper Understanding of Nonmonotonic Reasoning with Degrees IJCAI 2013 Combining RCC5 Relations with Betweenness Information IJCAI 2013