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Modelling Monotonic and Non-Monotonic Attribute Dependencies with Embeddings: A Theoretical Analysis


Jun 28, 2021
Steven Schockaert


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Deriving Word Vectors from Contextualized Language Models using Topic-Aware Mention Selection


Jun 15, 2021
Yixiao Wang, Zied Bouraoui, Luis Espinosa Anke, Steven Schockaert


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Probing Pre-Trained Language Models for Disease Knowledge


Jun 14, 2021
Israa Alghanmi, Luis Espinosa-Anke, Steven Schockaert

* Accepted by ACL 2021 Findings 

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BERT is to NLP what AlexNet is to CV: Can Pre-Trained Language Models Identify Analogies?


Jun 03, 2021
Asahi Ushio, Luis Espinosa-Anke, Steven Schockaert, Jose Camacho-Collados

* Accepted by ACL 2021 main conference 

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Aligning Visual Prototypes with BERT Embeddings for Few-Shot Learning


May 21, 2021
Kun Yan, Zied Bouraoui, Ping Wang, Shoaib Jameel, Steven Schockaert

* Accepted by ICMR2021 

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A Description Logic for Analogical Reasoning


May 10, 2021
Steven Schockaert, Yazmín Ibáñez-García, Víctor Gutiérrez-Basulto

* Accepted for IJCAI 2021 

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Few-shot Image Classification with Multi-Facet Prototypes


Feb 01, 2021
Kun Yan, Zied Bouraoui, Ping Wang, Shoaib Jameel, Steven Schockaert

* Accepted by ICASSP2021 

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Modelling General Properties of Nouns by Selectively Averaging Contextualised Embeddings


Dec 04, 2020
Na Li, Zied Bouraoui, Jose Camacho Collados, Luis Espinosa-Anke, Qing Gu, Steven Schockaert


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Don't Patronize Me! An Annotated Dataset with Patronizing and Condescending Language towards Vulnerable Communities


Nov 16, 2020
Carla PĂ©rez-Almendros, Luis Espinosa-Anke, Steven Schockaert


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Plausible Reasoning about EL-Ontologies using Concept Interpolation


Jun 25, 2020
Yazmín Ibáñez-García, Víctor Gutiérrez-Basulto, Steven Schockaert

* 16 pages, 3 figures, accepted at KR 2020 

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From Shallow to Deep Interactions Between Knowledge Representation, Reasoning and Machine Learning (Kay R. Amel group)


Dec 13, 2019
Zied Bouraoui, Antoine Cornuéjols, Thierry Denœux, Sébastien Destercke, Didier Dubois, Romain Guillaume, João Marques-Silva, Jérôme Mengin, Henri Prade, Steven Schockaert, Mathieu Serrurier, Christel Vrain

* 53 pages 

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Modelling Semantic Categories using Conceptual Neighborhood


Dec 03, 2019
Zied Bouraoui, Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* Accepted to AAAI 2020 

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Inducing Relational Knowledge from BERT


Nov 28, 2019
Zied Bouraoui, Jose Camacho-Collados, Steven Schockaert

* Accepted to AAAI 2020 

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Meemi: A Simple Method for Post-processing Cross-lingual Word Embeddings


Oct 22, 2019
Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* 23 pages, 2 figures, 7 tables. Preprint submitted to Journal of Artificial Intelligence Research 

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Meemi: Finding the Middle Ground in Cross-lingual Word Embeddings


Oct 21, 2019
Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* 23 pages, 2 figures, 7 tables. Preprint submitted to Journal of Artificial Intelligence Research 

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Learning Household Task Knowledge from WikiHow Descriptions


Sep 13, 2019
Yilun Zhou, Julie A. Shah, Steven Schockaert

* IJCAI 2019 Workshop on Semantic Deep Learning 

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On the Robustness of Unsupervised and Semi-supervised Cross-lingual Word Embedding Learning


Aug 21, 2019
Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* 13 pages, 2 figures, 7 tables 

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Relational Word Embeddings


Jun 04, 2019
Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* To appear at ACL 2019. 11 pages 

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Learning Cross-lingual Embeddings from Twitter via Distant Supervision


May 17, 2019
Jose Camacho-Collados, Yerai Doval, Eugenio Martínez-Cámara, Luis Espinosa-Anke, Francesco Barbieri, Steven Schockaert

* 11 pages, 5 tables, 1 figure, 1 appendix 

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Predicting ConceptNet Path Quality Using Crowdsourced Assessments of Naturalness


Feb 21, 2019
Yilun Zhou, Steven Schockaert, Julie A. Shah


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Embedding Geographic Locations for Modelling the Natural Environment using Flickr Tags and Structured Data


Oct 12, 2018
Shelan S. Jeawak, Christopher B. Jones, Steven Schockaert


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Improving Cross-Lingual Word Embeddings by Meeting in the Middle


Aug 27, 2018
Yerai Doval, Jose Camacho-Collados, Luis Espinosa-Anke, Steven Schockaert

* 11 pages, 4 tables, 1 figure. EMNLP 2018 camera-ready 

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From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules


Aug 21, 2018
Víctor Gutiérrez-Basulto, Steven Schockaert

* Full version of a paper accepted at KR-2018 

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SeVeN: Augmenting Word Embeddings with Unsupervised Relation Vectors


Aug 18, 2018
Luis Espinosa-Anke, Steven Schockaert


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PAC-Reasoning in Relational Domains


Jul 04, 2018
Ondrej Kuzelka, Yuyi Wang, Jesse Davis, Steven Schockaert

* Longer version of paper appearing in UAI 2018 

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VC-Dimension Based Generalization Bounds for Relational Learning


Jul 04, 2018
Ondrej Kuzelka, Yuyi Wang, Steven Schockaert

* Longer version of paper accepted at ECML PKDD 2018 

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Learning Conceptual Space Representations of Interrelated Concepts


May 04, 2018
Zied Bouraoui, Steven Schockaert


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Relational Marginal Problems: Theory and Estimation


Apr 25, 2018
Ondrej Kuzelka, Yuyi Wang, Jesse Davis, Steven Schockaert

* Long version of a paper that appeared in AAAI 2018; added a paragraph to Related Work 

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