Interpretation Modeling: Social Grounding of Sentences by Reasoning over their Implicit Moral Judgments

• authors Liesbeth Allein, Maria Mihaela Trusca and Marie-Francine Moens
• published Artificial Intelligence, 2024.

Learning to Plan for Language Modeling from Unlabeled Data

• authors Nathan Cornille, Marie-Francine Moens and Florian Mai
• published Proceedings of the Conference on Language Modeling, 2024.

A Generic Method for Fine-grained Category Discovery in Natural Language Texts

• authors Chang Tian, Matthew B. Blaschko, Wenpeng Yin, Mingzhe Xing, Yinliang Yue and Marie-Francine Moens
• published Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024.

“Image, Tell me your story!” Predicting the Original Meta-context of Visual Misinformation

• authors Jonathan Tonglet, Marie-Francine Moens and Iryna Gurevych
• published Proceedings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024.

Alleviating Exposure Bias in Diffusion Models Through Sampling with Shifted Time Steps

• authorsMingxiao Li, Tingyu Qu, Ruicong Yao, Wei Sun and Marie-Francine Moens
• published Proceedings of the Twelfth International Conference on Learning Representations (ICLR 2024), 2024.

MSNER: A Multilingual Speech Dataset for Named Entity Recognition

• authors Quentin Meeus, Marie-Francine Moens and Hugo Van hamme
• published Proceedings of the ISA-20 Workshop @ LREC-COLING 2024, 2024.

Spatial and Temporal Language Understanding: Representation, Reasoning, and Grounding

• authors Parisa Kordjamshidi, Qiang Ning, James Pustejovsky and Marie-Francine Moens
• published Proceedings of the 2024 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies (NAACL 2024), 2024.

ERC Advanced Grant Project CALCULUS: Extending the Boundary of Machine Translation

• authors Jingyuan Sun, Mingxiao Li, Ruben Cartuyvels and Marie-Francine Moens
• published Proceedings of the 25th Annual Conference of the European Association for Machine Translation (EAMT 2024), 2024.

Learning to Route for Dynamic Adapter composition in Lifelong Language Learning

• authors Vladimir Araujo, Marie-Francine Moensand Tinne Tuytelaars
• published Findings of the 2024 Conference on Empirical Methods in Natural Language Processing (EMNLP 2024), 2024.

Deep Learning for Brain Encoding and Decoding: Principles, Practices and Beyond.

• authors Jingyuan Sun, Weihao Xia, Jixing Li, Shaonan Wang, Jiajun Zhang, A. Cengiz Oztireli and Marie-Francine Moens
• published Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2024), 2024.

Computational Linguistics for Brain Encoding and Decoding: Principles, Practices and Beyond

• authors Jingyuan Sun, Shaonan Wang, Zijiao Chen, Jixing Li and Marie-Francine Moens
• published Proceedings of the 62nd Annual Meeting of the Association for Computational Linguistics (ACL 2024) , 2024.

Introducing Routing Functions to Vision-Language Parameter-Efficient Fine-Tuning with Low-Rank Bottlenecks

• authors Tingyu Qu, Tinne Tuytelaars and Marie-Francine Moens
• published Proceedings of the 18th European Conference on Computer Vision (ECCV 2024), 2024.

Animate Your Motion: Turning Still Images into Dynamic Videos

• authors Mingxiao Li, Bo Wan, Sien Moens and Tinne Tuytelaars
• published Proceedings of the 18th European Conference on Computer Vision (ECCV 2024), 2024.

Beyond Document Page Classification

• authors Jordy Van Landeghem, Sanket Biswas, Matthew Blaschko and Marie-Francine Moens
• published Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV 2024). 2024

Explicitly Representing Syntax Improves Sentence-to-layout Prediction of Unexpected Situations

• authors Ruben Cartuyvels, Wolf Nuyts and Marie-Francine Moens
• published Transactions of the Association for Computational Linguistics, 2024

Leveraging the Syntactic Structure of the Text Prompt to Enhance Object-Attribute Binding in Image Generation

• authors Maria Mihaela Trusca, Wolf Nuyts, Jonathan Thomm, Robert Hönig, Thomas Hofmann, Tinne, Tuytelaars, and Marie-Francine Moens
• published Large Generative Models Meet Multimodal Applications (LGM3A) Workshop @ ACM Multimedia 2024, 2024.

Improving Language Modeling by Increasing Test-time Planning Compute

• authors Florian Mai, Nathan Cornille and Marie-Francine Moens
• published Proceedings of the Eighth Widening NLP Workshop (WiNLP 2024) @ EMNLP 2024, 2024.

Visually-Aware Context Modeling for News Image Captioning

• authors Tingyu Qu, Tinne Tuytelaars and Marie-Francine Moens
• published Proceedings of the 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2024), 2024.

Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning

• authors Philipp Borchert, Jochen De Weerdt and Marie-Francine Moens
• published Proceedings of the 2024 Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL 2024), 2024.

Fighting Against the Repetitive Training and Sample Dependency Problem in Few-shot Named Entity Recognition

• authorsChang Tian, Wenpeng Yin, Dan Li and Marie-Francine Moens
• published IEEE Access, 2024.

Align MacridVAE: Multimodal Alignment for Disentangled Recommendations

• authors Ignacio Avas, Liesbeth Allein, Katrien Laenen and Marie-Francine Moens
• published Proceedings of the 46th European Conference on Information Retrieval, Springer, 2024

A Comparative Analysis of Language Models for the classification of Alzheimer’s Disease Based on Connected Speech

• authors Helena Balabin, Laure Spruyt, Ella Eycken, et al.
• published 1st Workshop on Artificial Intelligence for Brain Encoding and Decoding In conjunction with AAAI 2024, 2024

Sequence-to-Sequence Spanish Pre-trained Language Models

• authors Vladimir Araujo, Maria Mihaela Trusca, Rodrigo Tufiño and Marie-Francine Moens
• published Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 2024.

DMON: A Simple yet Effective Approach for Argument Structure Learning

• authors Sun Wei, Mingxiao Li, Jingyuan Sun, Jesse Davis and Marie-Francine Moens
• published Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024), 2024.

Artificial Intelligence Based Data Curation: Enabling a Patient-Centric European Health Data Space

• authors Isabelle de Zegher, Kerli Norak, Dominik Steiger et al.
• published Frontiers in Medicine, 2024.

Unraveling Clinical Insights: A Lightweight and Interpretable Approach for Multimodal and Multilingual Knowledge Integration

• authors Kanimozhi Uma and Marie-Francine Moens
• published Proceedings of the CL4HEALTH Workshop on Patient-Oriented Language Processing @ LREC-COLING 2024, 2024.

Generating Multiple-choice Questions for Medical Question Answering with Distractors and Cue-masking

• authors Damien Sileo, Kanimozhi Uma and Marie-Francine Moens
• published Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation, 2024.

OrigamIM: A Dataset of Ambiguous Sentence Interpretations for Social Grounding and Implicit Language Understanding

• authors Liesbeth Allein and Marie-Francine Moens
• published Proceedings of the NLPerspectives Workshop on Patient-Oriented Language Processing @ LREC-COLING 2024, 2024.

DistilDoc: Knowledge Distillation for Visually-Rich Document Applications

• authors Jordy Van Landeghem, Subhajit Maity, Ayan Banerjee, Matthew Blaschko, Marie-Francine Moens, Josep Llados and Sanket Biswas
• published Proceedings of the International Conference on Document Analysis and Recognition (ICDAR), 2024

Multimodal Adaptive Inference with Anytime Early Exiting

• authors Omar Hamed, Souhail Bakkali, Marie-Francine Moens, Matthew Blaschko and Jordy Van Landeghem
• published Proceedings of the International Conference on Document Analysis and Recognition (ICDAR), 2024.

Contrast, Attend and Diffuse to Decode High-Resolution Images from Brain Activities

• authors Jingyuan Sun, Mingxiao Li and Marie-Francine Moens
• published Proceedings of the Thirty-seventh Conference on Neural Information Processing Systems (NeurIPS 2023)

CORE: A Few-Shot Company Relation Classification Dataset for Robust Domain Adaptation

• authors Philipp Borchert, Jochen De Weerdt, Kristof Coussement, Arno De Caigny and Marie-Francine Moens
• published Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing (EMNLP 2023). 2023

Bidirectional Representations for Low Resource Spoken Language Understanding

• authors Quentin Meeus *, Marie-Francine Moens and Hugo Van hamme
• published Applied Sciences. 2023

Representation Learning for Person or Entity-Centric Knowledge Graphs: An Application in Healthcare

• authors Christos Theodoropoulos, Natasha Mulligan, Thaddeus Stappenbeck, and Joao Bettencourt-Silva
• published Proceedings of Proceedings of K-CAP 2023, 20th International Conference on Knowledge Capture. 2023

Masking Language Model Mechanism with Event-driven Knowledge Graphs for Temporal Relations Extraction from Clinical Narratives

• authors Kanimozhi Uma, Sumam Francis and Marie-Francine Moens
• published Proceedings of the Twelth International Conference on Complex Networks and their Applications (COMPLEX NETWORKS 2023): Volume 1. 2023

Whisper-SLU: Extending a Pretrained Speech-to-Text Transformer for Low Resource Spoken Language Understanding"

• authorsQuentin Meeus, Marie-Francine Moens and Hugo Van Hamme
• published Proceedings of the IEEE Automatic Speech Recognition and Understanding Workshop (ASRU 2023)

Investigating Context Representations for Generative Question Answering"

• authorsSumam Francis and Marie-Francine Moens
• published The Information Retrieval Journal, 2023

Text Augmentations with R-drop for Classification of Tweets Self Reporting Covid-19

• authorsSumam Francis
• published Proceedings of the Social Media Mining for Health Applications (SMM4H) Shared Task at the AMIA (American Medical Informatics Association) 2023 Annual Symposium, 2023

What Can We Learn from the Structures Found in Visual and Language Data and their Correlations?  

• authorsVictor Milewski, Maria Trusca and Marie-Francine Moens
• published Proceedings of the Modelling and Representing Context (MRC) Workshop at ECAI 2023, 2023

Multimodal Distillation for Egocentric Action Recognition 

• authors Gorjan Radevski, Dusan Grujicic, Matthew Blaschko, Marie-Francine Moens and Tinne Tuytelaars,
• published Proceedings of the International Conference on Computer Vision (ICCV 2023) , 2023

Document Understanding Dataset and Evaluation (DUDE) 

• authors Jordy Van Landeghem, Rubèn Tito,Łukasz Borchmann et al.
• published Proceedings of the International Conference on Computer Vision (ICCV 2023) , 2023

ICDAR 2023 Competition on Document UnderstanDing of Everything (DUDE)

• authors Jordy Van Landeghem
• published International Conference on Document Analysis and Recognition 2023

Tuning In to Neural Encoding: Linking Human Brain and Artificial Supervised Representations of Language

• authors Jingyuan Sun, Marie-Francine Moens and Xiaohan Zhang
• published Proceedings of the 26th European Conference on Artificial Intelligence (ECAI 2023), 2023

Investigating Neural Fit Approaches for Sentence Embedding Model Paradigms

• authors Helena Balabin, Antonietta Gabriella Liuzzi, Jingyuan Sun, Patrick Dupont, Rik Vandenberghe, Marie-Francinw Moens
• published Proceedings of the 26th European Conference on Artificial Intelligence (ECAI 2023), 2023

Decoding Realistic Image from Brain Activity with Contrastive Self-supervision and Latent Diffusion

• authors Jingyuan Sun, Mingxiao Li and Marie-Francine Moens
• published Proceedings of the 26th European Conference on Artificial Intelligence (ECAI 2023), 2023

Fine-tuned vs. Prompt-tuned Supervised Representations: Which Better Account for Brain Language Representations?  

• authors Jingyuan Sun and Marie-Francine Moens
• published Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2023) , 2023 (ca. 15% acceptance rate)

Online Bias Correction for Task-Free Continual Learning  

• authors Aristotelis Chrysakis and Marie-Francine Moens
• published Proceedings of the Eleventh International Conference on Learning Representations (ICLR 2023), 2023

Preventing Profiling for Ethical Fake News Detection  

• authors Liesbeth Allein, Marie-Francine Moens and Domenico Perrotta
• published Information Processing and Management, 2023

Layout-aware Dreamer for Embodied Visual Referring Expression Grounding (oral presentation)

• authors Mingxiao Li, Zehao Wang, Tinne Tuytelaars & Marie-Francine Moens
• published Proceedings of the Thirty-Seventh AAAI Conference on Artificial Intelligence (AAAI 2023), 2023

A Memory Model for Question Answering for Streaming Data Supported by Rehearsal and Anticipation of Coreference Information

• authors Vladimir Araujo, Alvaro Soto and Marie-Francine Moens
• published Findings of the 61st Annual Meeting of the Association for Computational Linguistics (ACL’23), 2023

Probing Neural Language Models for Understanding of Words of Estimative Probability  

• authors Damien Sileo and Marie-Francine Moens
• published Proceedings of the 12th Joint Conference on Lexical and Computational Semantics (*SEM 2023) , 2023

Injecting Categorical Label and Syntactic Information into Biomedical NER  

• authors Sumam Francis and Marie-Francine Moens
• published Proceedings of the 18th Conference of Bioinformatics, 2023

Simulating Task-Free Continual Learning Streams From Existing Datasets  

• authorsAristotelis Chrysakis and Marie-Francine Moens
• published Proceedings of the 4th Workshop on Continual Learning in Computer Vision (CLVision) at CVPR , 2023

Sentiment Analysis Model Using Word2vec, Bi-LSTM and Attention Mechanism

• authorsJaca-Madariaga, M., Zarrabeitia-Bilbao, E., Rio-Belver, R.M. and Moens, M.F.
• published In: García Márquez, F.P., Segovia Ramírez, I., Bernalte Sánchez, P.J., Muñoz del Río, A. (eds) IoT and Data Science in Engineering Management (Lecture Notes on Data Engineering and Communications Technologies 160). Springer , 2023

An Information Extraction Study: Take In Mind the Tokenization!  

• authors Christos Theodoropoulos and Marie-Francine Moens
• published Proceedings of the13th Conference of the European Society for Fuzzy Logic and Technology (EUSFLAT 2023), 2023

Investigating the Effect of Causal Mechanism Alignment on Transfer Learning for Few-Shot Video Prediction  

• authors Nathan Cornille, Katrien Laenen and Marie-Francine Moens
• published Colloquium on Fundamental Challenges on Causality, 2023

Towards Explainability in Automated Medical Code Prediction from Clinical Records  

• authors Kanimozhi Uma, Sumam Francis, Wei Sun and Marie-Francine Moens
• published Proceedings of the Intelligent Systems Conference (IntelliSys) (Lecture Notes in Networks and Systems), 2023.

Understanding the Impact of Label Skewness and Optimization on Federated Learning for Text Classification 

• authors Sumam Francis, Kanimozhi Uma and Marie-Francine Moens
• published Proceedings of the Web Conference - Companion Volume, 2023

Implicit Temporal Reasoning for Evidence-Based Fact-Checking  

• authorsLiesbeth Allein, Marlon Saelens, Ruben Cartuyvels and Marie-Francine Moens
• published In Findings of the 17th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2023), 2023

Learning Sentence-Level Representations with Predictive Coding  

• authors Vladimir Araujo, Marie-Francine Moens and Alvaro Soto
• published Machine Learning and Knowledge Extraction, Special Issue on Deep Learning Methods for Natural Language Processing , 2023

Learning Explainable Disentangled Representations of E-commerce Data  

• authors Katrien Laenen and Marie-Francine Moens
• published Computers, 2023

Talk2Car: Predicting Physical Trajectories for Natural Language Commands

• authors Thierry Deruyttere, Dusan Grujicic, Matthew Blaschko & Marie-Francine Moens
• published IEEE Access, 2023

Weakly Supervised Face Naming with Symmetry-Enhanced Contrastive Loss

• authors Tingyu Qu, Tinne Tuytelaars and Marie-Francine Moens
• published Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023

Spatiotemporal Self-supervised Pre-training on Satellite Imagery Improves Food Insecurity Prediction

• authors Ruben Cartuyvels and Marie-Francine Moens
• published Environmental Data Science, 2023

Causal Factor Disentanglement for Few-Shot Domain Adaptation in Video

• authors Nathan Cornille, Jingyuan Sun, Katrien Laenen and Marie-Francine Moens
• published Entropy, 2023

Preventing Profiling for Ethical Fake News Detection

• authors Liesbeth Allein, Marie-Francine Moens and Domenico Perrotta
• published Proceedings of the 5th Multidisciplinary International Symposium on Disinformation in Open Online Media (MISDOOM 2023), Springer, 2023.

Students taught by multimodal teachers are superior action recognizers

• authors Gorjan Radevski, Dusan Grujicic, Matthew Blaschko, Marie-Francine Moens and Tinne Tuytelaars
• published Spotlight presentation at the 2nd International Ego4D Workshop @ ECCV 2022

Template Augmented Adaptive Pre-training for Tweet Classification

• authors Sumam Francis and Marie-Francine Moens
• published Proceedings of the Seventh Social Media Mining for Health (#SMM4H) Workshop and Shared Task at the 29th International Conference on Computational Linguistics (COLING 2022)

Task-aware Contrastive Pre-training for Spanish Named Entity Recognition in LivingNER Challenge

• authors Sumam Francis and Marie-Francine Moens
• published Proceedings of the Iberian Languages Evaluation Forum (IberLEF 2022) at the 38th Conference of the Spanish Society for Natural Language Processing (SEPLN 2022)

Multitask Learning for Low Resource Spoken Language Understanding

• authors Quentin Meeus, Marie-Francine Moens and Hugo Van hamme
• published Proceedings of Interspeech 2022

How Relevant is Selective Memory Population in Lifelong Language Learning?

• authors Vladimir Araujo, Helena Balabin, Alvaro Soto and Marie-Francine Moens
• published Proceedings of the The 2nd Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 12th International Joint Conference on Natural Language Processing (AACL-IJCNLP 2022)

Dynamic Key-value Memory Enhanced Multi-step Graph Reasoning for Knowledge-based Visual Question Answering

• authors Mingxiao Li and Marie-Francine Moens
• published Proceedings of Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22), 2022

Predicting Physical World Destinations for Commands Given to Self-Driving Cars

• authors Dušan GrujcicG, Thierry Deruyttere, Marie-Francine Moens and Matthew Blaschko
• published Proceedings of Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI-22), 2022

Critical Analysis of Deconfounded Pretraining to Improve Visio-Linguistic Models

• authors Nathan Cornille, Katrien Laenen and Marie-Francine Moens
• published Frontiers in Artificial Intelligence, section Machine Learning and Artificial Intelligence, 2022

Anti-overestimation Dialogue Policy Learning for Task-completion Dialogue System

• authors Chang Tian, Wenpeng Yin and Marie-Francine Moens
• published Findings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics - Human Language Technologies (NAACL-HLT 2022), 2022

Evaluation Benchmarks for Spanish Sentence Representations

• authors Vladimir Araujo, Andrés Carvallo, Souvik Kundu, et al.
• published Proceedings of the 13th Edition of the Language Resources and Evaluation Conference (LREC 2022), 2022

Analysis and Prediction of NLP models via Task Embeddings (oral presentation)

• authors Damien Sileo and Marie-Francine Moens
• published Proceedings of the 13th Edition of the Language Resources and Evaluation Conference (LREC 2022), 2022

When Do Discourse Markers Affect Computational Sentence Understanding?

• authors Ruiqi Li, Liesbeth Allein, Damien Sileo and Marie-Francine Moens
• published Maria-Josep Cuenca and Liesbeth Degand (Eds.), Discourse Markers in Interaction: From Production to Comprehension, de Gruyter, 2022

Revisiting spatio-temporal layouts for compositional action recognition

• authors Gorjan Radevski, Marie-Francine Moens and Tinne Tuytelaars
• published Proceedings of The 32nd British Machine Vision Conference (BMVC 2021), 2021

Finding Structural Knowledge in Multimodal-BERT

• authorsVictor Siemen Janusz Milewski, Miryam de Lhoneux and Marie-Francine Moens
• published Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics, ACL, 2022

Zero-Shot Recommendations as Language Modeling

• authors Damien Sileo, Wout Vossen and Robbe Raymaekers
• published Proceedings of 44th European Conference on Information Retrieval (ECIR 2022), 2022

Entropy-based Stability-Plasticity for Lifelong Learning

• authors Vladimir Araujo, Julio Hurtado, Alvaro Soto and Marie-Francine Moens
• published Proceedings of the CVPR 2022 Third Workshop on Continual Learning, 2022

Benchmarking Scalable Predictive Uncertainty in Text Classification

• authors Jordy Van Landeghem, Matthew Blaschko, Bertrand Anckaert and Marie-Francine Moens
• published IEEE Access, 2022

Probing Spatial Clues: Canonical Spatial Templates for Object Relationship Understanding

• authors Guillem Collell, Thierry Deruyttere and Marie-Francine Moens
• published IEEE Access, 2021

Probing Structures in the Visual Region Embeddings from Multimodal BERT

• authors Victor Milewski, Miryam de Lhoneux and Marie-Francine Moens
• published Proceedings of Blackbox NLP, 2021

Just Ask! Evaluating Machine Translation by Asking and Answering Questions

• authors Mateusz Krubiński, Erfan Ghadery, Marie-Francine Moens and Pavel Pecina
• published In Proceedings of the Sixth Conference on Machine Translation (WMT21), 2021

MTEQA at WMT21 Metrics Shared Task

• authors Mateusz Krubiński, Erfan Ghadery, Marie-Francine Moens and Pavel Pecina
• published In Proceedings of the Sixth Conference on Machine Translation (WMT21), 2021

Imposing Relation Structure in Language-Model Embeddings Using Contrastive Learning

• authors Christos Theodoropoulos, James Henderson, Andrei Catalin Coman and Marie-Francine Moens
• published Proceedings of the SIGNLL Conference on Computational Natural Language Learning (CoNLL), 2021

Augmenting BERT-style Models with Predictive Coding to Improve Discourse-Level Representations

• authors Vladimir Araujo,Andrés Villa, Marie-Francine Moens, Alvaro Soto and Marcelo Mendoza
• published Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), 2021

Time-Aware Evidence Ranking for Fact-Checking

• authors Liesbeth Allein, Isabelle Augenstein and Marie-Francine Moens
• published Journal of Web Semantics, 2021

Fine-grained Cross-modal Retrieval for Cultural Items with Focal Attention and Hierarchical Encodings

• authors Shurong Sheng, Katrien Laenen, Luc Van Gool and Marie-Francine Moens
• published Computers special issue Artificial Intelligence for Digital Humanities (AI4DH). 2021.
i

A Brief Overview of Universal Sentence Representation Methods: A Linguistic View

• authors Ruiqi Li, Xiang Zhao and Marie-Francine Moens
• published ACM Computing Surveys, 2021

Discrete and Continuous Representations and Processing in Deep Learning: Looking Forward  

• authors Ruben Cartuyvels, Graham Spinks and Marie-Francine Moens
• published AI Open Elsevier, 2021

Causal Relationship Extraction from Biomedical Text Using Deep Neural Models: A Comprehensive Survey

• authors Abbas Akkasi and Marie-Francine Moens
• published Journal of Biomedical Informatics, 2021

Giving Commands to a Self-Driving Car: How to Deal with Uncertain Situations?

• authors Thierry Deruyttere, Victor Milewski and Marie-Francine Moens
• published Engineering Applications of Artificial Intelligence, 2021

Clinical Report Classification: Continually Learning from User Feedback

• authors Elias Moons and Marie-Francine Moens
• published Proceedings of the 34th IEEE International Symposium on Computer-Based Medical Systems (CBMS 2021), 2021

LSTM for Dialogue Breakdown Detection: Exploration of Different Model Types and Word Embeddings

• authors Mariya Hendriksen, Tuur Leeuwenberg and Marie-Francine Moens
• published In Marchi, E., Siniscalchi, S.M., Cumani, S., Salerno, V.M., Li, H. (Eds.), Increasing Naturalness and Flexibility in Spoken Dialogue (pp. 443-453 ), Springer Nature (2021)

Modeling Coreference Relations in Visual Dialog

• authors Mingxiao Li and Marie-Francine Moens
• published Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL 2021), 2021

How Do Simple Transformations of Text and Image Features Impact Cosine-based Semantic Match

• authors Guillem Collell and Marie-Francine Moens
• published Proceedings of the 43rd European Conference on Information Retrieval, Springer, (ECIR 2021), 2021

Convolutional Generation of Textured 3D Meshes

• authorsDario Pavllo, Graham Spinks, Thomas Hofmann, Marie-Francine Moens, Aurelien Lucchi
• published In Proceedings of the Thirty-fourth Conference on Neural Information Processing Systems (NeurIPS), 2020 (oral presentation)

Are Scene Graphs Good Enough to Improve Image Captioning?

• authors Victor Milewski, Marie-Francine Moens & Iacer Calixto
• published Proceedings of the 1st Conference of the Asia-Pacific Chapter of the Association for Computational Linguistics and the 10th International Joint Conference on Natural Language Processing, ACL, 2020

Decoding Language Spatial Relations to 2D Spatial Arrangements

• authors Gorjan Radevski, Guillem Collell, Marie-Francine Moens & Tinne Tuytelaars
• published In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing - Findings, ACL, 2020

Structured (De)composable Representations Trained with Neural Networks

• authors Graham Spinks & Marie-Francine Moens
• published Computers - Special Issue Artificial Neural Networks in Pattern Recognition, 2020 (invited publication)

Autoregressive Reasoning over Chains of Facts with Transformers

• authors Ruben Cartuyvels, Graham Spinks & Marie-Francine Moens
• published Proceedings of the 28th International Conference on Computational Linguistics, ACL, 2020

Online Continual Learning from Imbalanced Data

• authors Aristotelis Chrysakis and Marie-Francine Moens
• published In Proceedings of the 37th International Conference on Machine Learning (ICML 2020), 2020

Towards Extracting Absolute Event Timelines from English Clinical Reports

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published IEEE/ACM Transactions on Audio, Speech and Language Processing, 2020

Convolutional Attention Models with Post-Processing Heuristics at CLEF eHealth 2020

• authors Elias Moons and Marie-Francine Moens
• published In Proceedings CLEF eHealth , 2020

Commands 4 Autonomous Vehicles (C4AV) Workshop Summary

• authorsThierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Yu Liu, Luc Van Gool, Matthew Blaschko, Tinne Tuytelaars and Marie-Francine Moen
• published Proceedings of the 16th European Conference on Computer Vision, 2020

A Comparison of Deep Learning Methods for ICD Coding of Clinical Records

• authors Elias Moons, Aditya Khanna, Abbas Akkasi and Marie-Francine Moens
• published Applied Sciences 10 (15), 5262, 2020

Verbs On Action: Zero Shot Activity Recognition with Videos

• authors Evin Pınar Örnek and Marie-Francine Moens
• published Proceedings of CVPR Workshop on Visual Learning with Limited Labels, 2020

Structured (De)composable Representations Trained with Neural Networks

• authors Graham Spinks and Marie-Francine Moens
• published Proceedings of the 9th IAPR TC3 Workshop on Artificial Neural Networks in Pattern Recognition (ANNPR 2020), Springer, 2020

Predictive Uncertainty for Probabilistic Novelty Detection in Text Classification

• authors Jordy Van Landeghem, Matthew Blaschko, Bertrand Anckaert and Marie-Francine Moens
• published Proceedings of the ICML Workshop on Uncertainty and Robustness in Deep Learning (ICML UDL 2020), 2020

LIIR at SemEval-2020 Task 12: A Cross-Lingual Augmentation Approach for Multilingual Offensive Language Identification

• authors Erfan Ghadery and Marie-Francine Moens
• published Proceedings of the 14th Workshop on Semantic Evaluation (SemEval-2020), ACL, 2020

A Comparative Study of Outfit Recommendation Methods with a Focus on Attention-based Fusion

• authors Katrien Laenen and Marie-Francine Moens
• published In Information Processing and Management, Special Issue on AI driven Information Discovery in eCommerce, 2020

Attention-based Fusion for Outfit Recommendation

• authors Katrien Laenen and Marie-Francine Moens
• published Shatha Jaradat, Nima Dokoohaki, Humberto Corona, Reza Shirvany (Eds.), Lecture Notes in Social Networks, Special Issue on Fashion Recommender Systems, Springer, 2020

A Survey on Temporal Reasoning for Temporal Information Extraction from Text

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published In Proceedings of the International Joint Conference on Artificial Intelligence Pacific Rim International Conference on Artificial Intelligence (IJCAI-PRICAI 2020) - Journal track, 2020

Giving Commands to a Self-driving Car: A Multimodal Reasoner for Visual Grounding

• authors Thierry Deruyttere, Guillem Collell and Marie-Francine Moens
• published In Proceedings of AAAI 2020 Reasoning for Complex Question Answering Workshop, 2020

Dutch Anaphora Resolution: A Neural Network Approach towards Automatic die/dat Prediction

• authors Liesbeth Allein, Tuur Leeuwenberg and Marie-Francine Moens
• published In The 30th Meeting of Computational Linguistics in The Netherlands (CLIN 30)

Do Checkworthiness in Automatic Claim Detection Models: Definitions and Analysis of Datasets

• authors Liesbeth Allein and Marie-Francine Moens
• published In Proceedings of the 2nd Multidisciplinary International Symposium on Disinformation in Open Online Media (Lecture Notes in Computer Science), 2020

Improving Representation Learning with Pervasive Internal Regression (PIR)

• authors Nathan Cornille and Marie-Francine Moens
• published In Proceedings of the CSHL Meeting: From Neuroscience to Artificially Intelligent Systems (NAISys), 2020

Learning Grammar in Confined Worlds

• authors Graham Spinks, Ruben Cartuyvels and Marie-Francine Moens
• published In Proceedings of the International Workshop on Spoken Dialog System Technology (IWSDS 2020)

Improving Language Understanding in Machines through Anticipation

• authors Nathan Cornille and Marie-Francine Moens
• published In 3rd Human Brain Project Curriculum Workshop on Cognitive Systems, 2019

Multimodal Neural Machine Translation of Fashion E-commerce Descriptions

• authors Katrien Laenen and Marie-Francine Moens
• published In Nadzeya Kalbaska, Teresa Sádaba, Francesca Cominell,Lorenzo Cantoni (Eds.) Fashion Communication in the Digital Age (pp. 46-57). Springer, 2019.

Attention-based Fusion for Outfit Recommendation

• authors Katrien Laenen and Marie-Francine Moens
• published In Proceedings of the 2019 FashionXRecsys Workshop

Talk2Car: Taking Control of Your Self Driving Car

• authors Thierry Deruyttere, Simon Vandenhende, Dusan Grujicic, Luc Van Gool and Marie-Francine Moens
• published In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing (EMNLP) and 9th International Joint Conference on Natural Language Processing (IJCNLP), 2019

Transfer Learning for Named Entity Recognition in Financial and Biomedical Documents

• authors Sumam Francis, Jordy Van Landeghem and Marie-Francine Moens
• published Information, 2019

Justifying Diagnosis Decisions by Deep Neural Networks

• authors Graham Spinks and Marie-Francine Moens
• published Journal of Biomedical Informatics, 2019

Generating Captions for Images of Ancient Artworks

• authors Shurong Sheng and Marie-Francine Moens
• published In Proceedings of 27th ACM International Conference on Multimedia, ACM, 2019

A Survey on Temporal Reasoning for Temporal Information Extraction from Text

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published Journal of Artificial Intelligence Research (JAIR) (accepted), 2019

LSTM for Dialogue Breakdown Detection: Exploration of Different Model Types and Word Embeddings

• authors Mariya Hendriksen, Artuur Leeuwenberg and Marie-Francine Moens
• published Proceedings of the Tenth International Workshop on Spoken Dialogue Systems Technology (IWSDS 2019). Lecture Notes in Electrical Engineering, 2019. Springer.

Improving the Translation Environment for Professional Translators

• authors Vincent Vandeghinste , Tom Vanallemeersch, Liesbeth Augustinus, Bram Bulté, Frank Van Eynde, Joris Pelemans, Lyan Verwimp, Patrick Wambacq, Geert Heyman, Marie-Francine Moens, Iulianna van der Lek-Ciudin, Frieda Steurs, Ayla Rigouts Terryn, Els Lefever, Arda Tezcan, Lieve Macken, Véronique Hoste, Joke Daems, Joost Buysschaert, Sven Coppers, Jan Van den Bergh & Kris Luyten
• published Informatics (accepted), 2019

Learning Unsupervised Multilingual Word Embeddings with Incremental Multilingual Hubs

• authors Geert Heyman, Ivan Vulic, Bregt Verreet and Marie-Francine Moens
• published In Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics - Human Language Technology (NAACL-HLT 2019), 2019

Can Image Captioning Help Passage Retrieval in Multimodal Question Answering?

• authors Shurong Sheng, Katrien Laenen and Marie-Francine Moens
• published In Proceedings of the 41st European Conference on Information Retrieval (ECIR 2019)

Using Related Text Sources to Improve Classification of Transcribed Speech Data

• authors Niraj Shrestha and Marie-Francine Moens
• published In Proceedings of the 4th International Conference on Advanced Machine Learning Technologies and Applications (AMLTA 2019)

Automatic Detection and Correction of Context-dependent dt-Mistakes Using Neural Networks.

• authors Geert Heyman, Ivan Vulić, Yannick Laevaert and Marie-Francine Moens
• published CLIN Journal

Vision and Language Integration Meets Multimedia Fusion

• authors Marie-Francine Moens, Katerina Pastra, Kate Saenko & Tinne Tuytelaars
• published IEEE Multimedia 25 (2), 7-10, 2018

Exploitation of Social Media for Emergency Relief and Preparedness: Recent Research and Trends.

• authors Saptarshi Ghosh, Kripabandhu Ghosh, Debasis Ganguly, Tanmoy Chakraborty, Gareth J. F. Jones, Marie-Francine Moens & Muhammad Imran
• published Information Systems Frontiers 20(5), 901-907, 2018

Temporal Information Extraction by Predicting Relative Time-lines

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published In Proceedings of the 2018 Conference on Empirical Methods in Natural Language Processing, 2018

Evaluating Textual Representations through Image Generation

• authors Graham Spinks and Marie-Francine Moens
• published In Proceedings of the EMNLP Workshop: Analyzing and Interpreting Neural Networks for NLP, 2018

Generating Text from Images in a Smooth Representation Space

• authors Graham Spinks and Marie-Francine Moens
• published In Proceedings of the Conference and Labs of the Evaluation Forum (CLEF 2018) - Lecture Notes in Computer Science, 2018

A Flexible and Easy-to-use Semantic Role Labeling Framework for Different Languages

• authors Quynh Do, Tuur Leeuwenberg, Geert Heyman and Marie-Francine Moens
• published In Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018), 2018

How to Use DameSRL: A Framework for Deep Multilingual Semantic Role Labeling.

• authors Quynh Do, Tuur Leeuwenberg, Geert Heyman and Marie-Francine Moens
• published In Proceedings of the CLARIN Annual Conference, 2018

A Deep Learning Approach to Bilingual Lexicon Induction in the Biomedical Domain

• authors Geert Heyman, Ivan Vulić and Marie-Francine Moens
• published BMC Bioinformatics, 2018

Word-Level Loss Extensions for Neural Temporal Relation Classification

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published In Proceedings of the 27th International Conference on Computational Linguistics (COLING 2018). ACL, 2018

Semantic Role Labeling of Speech Transcripts without Sentence Boundaries

• authors Niraj Shrestha and Marie-Francine Moens
• published In Proceedings of the 21st International Conference on Text, Speech and Dialogue (Lecture Notes in Computer Science). Springer, 2018

Do Neural Network Cross-Modal Mappings Really Bridge Modalities?

• authors Guillem Collell and Marie-Francine Moens
• published In Proceedings of the 56th Annual Meeting of the Association for Computational Linguistics. ACL, 2018

A Genetic Algorithm for Combining Visual and Textual Embeddings Evaluated on Attribute Recognition

• authors Ruiqi Li, Guillem Collell and Marie-Francine Moens
• published In Proceedings of the 3rd Swiss Text Analytics Conference. CEUR, 2018

Generating Continuous Representations of Medical Texts

• authors Graham Spinks and Marie-Francine Moens
• published In Proceedings of the 16th Annual Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies. ACL, 2018

Topic Modeling Using Variational Auto-Encoders with Gumbel-Softmax and Logistic-Normal Mixture Distributions

• authors Denys Silveira, Marco Cristo, Marie-Francine Moens and Andre Luiz da Costa Carvalho
• published In Proceedings of the IEEE International Joint Conference on Neural Networks (IJCNN). IEEE , 2018

Text-Enriched Representations for News Image Classification

• authors Elias Moons, Tinne Tuytelaars and Marie-Francine Moens
• published In Proceedings of The Web Conference. ACM, 2018

Automatic Detection and Correction of Real-word dt-Mistakes in Dutch Using Recurrent Neural Networks

• authors Yannick Laevaert, Geert Heyman and Marie-Francine Moens
• published In Book of Abstracts CLIN , 2018

Comparing Text-Enriched Representations to Improve News Image Classification

• authors Elias Moons, Tinne Tuytelaars and Marie-Francine Moens
• published In Proceedings of the 19th International Conference on Computational Linguistics and Intelligent Text Processing. Springer, 2018

Learning Representations Specialized in Spatial Knowledge: Leveraging Language and Vision

• authors Guillem Collell and Marie-Francine Moens
• published Transactions of the Association for Computational Linguistics (TACL), 2018

Acquiring Common Sense Spatial Knowledge through Implicit Spatial Templates

• authors Guillem Collell, Luc Van Gool and Marie-Francine Moens
• published In Proceedings of the Thirty-Second AAAI Conference on Artificial Intelligence, New Orleans, USA, 2018

Web Search of Fashion Items with Multimodal Querying

• authors Katrien Laenen, Susana Zoghbi and Marie-Francine Moens
• published In Proceedings of the 11th ACM International Conference on Web Search and Data Mining, Los Angeles, California, USA, 2018

User Profiling through Deep Multimodal Fusion

• authors Golnoosh Farnadi, Jie Tang, Martine De Cock and Marie-Francine Moens
• published In Proceedings of the 11th ACM International Conference on Web Search and Data Mining, Los Angeles, California, USA, 2018

A Markov Network Based Passage Retrieval Method for Multimodal Question Answering in the Cultural Heritage Domain

• authors Shurong Sheng, Aparna Nurani Venkitasubramanian and Marie-Francine Moens
• published In Proceedings of the 24th International Conference on Multimedia Modeling (MMM2018), Bangkok, Thailand, 2018 (best paper award).

Rethinking Summarization and Storytelling for Modern Social Multimedia

• authors Stevan Rudinac, Tat-Seng Chua, Nicolas Diaz-Ferreyra, Gerald Friedland, Tatjana Gornostaja, Benoit Huet, Rianne Kaptein, Krister Linden, Marie-Francine Moens, Jaakko Peltonen, Miriam Redi, Markus Schedl, David A. Shamma, Alan Smeaton and Lexing Xie
• published In Proceedings of the 24th International Conference on Multimedia Modeling (MMM2018), Bangkok, Thailand, 2018

Learning Visually Grounded Common Sense Spatial Knowledge for Implicit Spatial Language

• authors Guillem Collell and Marie-Francine Moens
• published In Proceedings of the 13th International Symposium on Commonsense Reasoning, University College London, UK, 2018

Fast and Flexible Top-k Similarity Search on Large Networks

• authors Jing Zhang, Jie Tang, Cong Ma, Hanghang Tong, Yu Jing, Juanzi Li, Walter Luyten and Marie-Francine Moens
• published In ACM Transactions on Information Systems, 36 (2), Article 13. DOI: https://doi.org/10.1145/3086695, 2017

Entity Linking across Vision and Language

• authors Aparna Nurani Venkitasubramanian, Tinne Tuytelaars and Marie-Francine Moens
• published In Multimedia Tools and Applications. DOI: 10.1007/s11042-017-4732-8, 2017

Soft Quantification in Statistical Relational Learning

• authors Golnoosh Farnadi, Stephen H. Bach, Marie-Francine Moens, Lise Getoor and Martine De Cock
• published In Machine Learning. DOI: 0.1007/s10994-017-5647-3, 2017

Argumentation Mining: How Can a Machine Acquire Common Sense and World Knowledge?

• authors Marie-Francine Moens
• published In Argument and Computation. DOI 10.3233/AAC-170025, 2017

• authors Saptarshi Ghosh, Kripabandhu Ghosh, Debasis Ganguly, Tanmoy Chakraborty, Gareth J.F. Jones and Marie-Francine Moens
• published Proceedings of the ECIR 2017 Workshop on Exploitation of Social Media for Emergency Relief and Preparedness (SMERP 2017), 2017

Learning to Extract Action Descriptions from Narrative Text

• authors Oswaldo Ludwig, Quynh Ngoc Do Thi, Cameron Smith, Marc Cavazza, and Marie-Francine Moens
• published In IEEE Transactions on Computational Intelligence and AI in Games. DOI: 10.1109/TCIAIG.2017.2657690

Improving Implicit Semantic Role Labeling by Predicting Semantic Frame Arguments

• authors Quynh Do Thi, Steven Bethard and Marie-Francine Moens
• published In Proceedings of the 8th International Joint Conference on Natural Language Processing (IJCNLP 2017), 2017

CLEF 2017: Multimodal Spatial Role Labeling (mSpRL) Task Overview

• authors Parisa Kordjamshidi, Taher Rahgooy, Marie-Francine Moens, James Pustejovsky, Umar Manzoor and Kirk Roberts
• published In Proceedings CLEF 2017 (Lecture Notes in Computer Science 10456) (pp. 367-376), Springer, 2017

Evolutionary Learning of Meta-Rules for Text Classification

• authors Juan Carlos Gomez, Stijn Hoskens and Marie-Francine Moens
• published In Proceedings of the Genetic and Evolutionary Computation Conference (GECCO 2017) (pp. 131-132), ACM, 2017

KULeuven-LIIR at SemEval-2017 Task 12: Cross-Domain Temporal Information Extraction from Clinical Records

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published In Proceedings of the International Workshop on Semantic Evaluation, 2017

Bilingual Lexicon Induction by Learning to Combine Word-Level and Character-Level Representations

• authors Geert Heyman, Ivan Vulic and Marie-Francine Moens
• published In Proceedings of the Conference of the European Chapter of the Association for Computational Linguistics (pp. 1085-1095), ACL, 2017

Simple Baseline Models for Multimodal Question Answering in the Cultural Heritage Domain

• authors Shurong Sheng and Marie-Francine Moens
• published In C. Busch, C. Kussung & J. Sieck (Eds.), Culture and Computer Science, Verlag Werner Huelsbusch, 2017

ECIR 2017 Workshop on Exploitation of Social Media for Emergency Relief and Preparedness (SMERP 2017)

• authors Saptarshi Ghosh, Kripabandhu Ghosh, Debasis Ganguly, Tanmoy Chakraborty, Gareth J.F. Jones and Marie-Francine Moens
• published SIGIR Forum 50, 12-27, 2017

Structured Learning for Temporal Relation Extraction from Clinical Records

• authors Tuur Leeuwenberg and Marie-Francine Moens
• published In Proceedings of the Conference of the European Chapter of the Association for Computational Linguistics (pp. 1150-1158), ACL, 2017

Cross-modal Search for Fashion Attributes

• authors Katrien Laenen, Susana Zoghbi and Marie-Francine Moens
• published In Proceedings of the KDD Workshop of Machine Learning Meets Fashion, ACM, 2017

Imagined Visual Representations as Multimodal Embeddings

• authors Guillem Collell, Teddy Zhang and Marie-Francine Moens
• published In Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence (AAAI-17) (pp. 4378-4383), AAAI, 2017