| 2026 | CP | Neurosymbolic Large Neighbourhood Search. | Arnaud Delage-Reid, Gilles Pesant, Amal Zouaq |
| 2026 | EACL | Reducing Hallucinations in Language Model-based SPARQL Query Generation Using Post-Generation Memory Retrieval. | Aditya Sharma, Christopher Pal, Amal Zouaq |
| 2026 | LREC | FRASE: Frame-based Structured Representations for Generalizable SPARQL Query Generation. | Papa Abdou Karim Karou Diallo, Amal Zouaq |
| 2025 | ACL | Combining Domain and Alignment Vectors Provides Better Knowledge-Safety Trade-offs in LLMs. | Megh Thakkar, Quentin Fournier, Matthew Riemer, Pin-Yu Chen, Amal Zouaq, Payel Das, Sarath Chandar |
| 2025 | BPM | What is the Best Process Model Representation? A Comparative Analysis for Process Modeling with Large Language Models. | Alexis Brissard, Frdric Cuppens, Amal Zouaq |
| 2025 | NAACL | GeoCoder: Solving Geometry Problems by Generating Modular Code through Vision-Language Models. | Aditya Sharma, Aman Dalmia, Mehran Kazemi, Amal Zouaq, Christopher Pal |
| 2024 | ACL | A Deep Dive into the Trade-Offs of Parameter-Efficient Preference Alignment Techniques. | Megh Thakkar, Quentin Fournier, Matthew Riemer, Pin-Yu Chen, Amal Zouaq, Payel Das, Sarath Chandar |
| 2024 | COLING | MVP: Minimal Viable Phrase for Long Text Understanding. | Louis Cloutre, Amal Zouaq, Sarath Chandar |
| 2024 | EKAW | Ontology-Constrained Generation of Domain-Specific Clinical Summaries. | Gaya Mehenni, Amal Zouaq |
| 2024 | NAACL | TagDebias: Entity and Concept Tagging for Social Bias Mitigation in Pretrained Language Models. | Mehrnaz Moslemi, Amal Zouaq |
| 2024 | SAC | Contextual Embeddings and Graph Convolutional Networks for Concept Prerequisite Learning. | Jean-Charles Layoun, Amal Zouaq, Michel C. Desmarais |
| 2022 | ACL | Local Structure Matters Most: Perturbation Study in NLU. | Louis Cloutre, Prasanna Parthasarathi, Amal Zouaq, Sarath Chandar |
| 2022 | EMNLP | Detecting Languages Unintelligible to Multilingual Models through Local Structure Probes. | Louis Cloutre, Prasanna Parthasarathi, Amal Zouaq, Sarath Chandar |
| 2022 | FlAIRS | Learning to Rank with BERT for Argument Quality Evaluation. | Charles-Olivier Favreau, Amal Zouaq, Sameer Bhatnagar |
| 2022 | IJCNLP | Local Structure Matters Most in Most Languages. | Louis Cloutre, Prasanna Parthasarathi, Amal Zouaq, Sarath Chandar |
| 2022 | IJCNLP | A Copy Mechanism for Handling Knowledge Base Elements in SPARQL Neural Machine Translation. | Rose Hirigoyen, Amal Zouaq, Samuel Reyd |
| 2021 | ACL | MLMLM: Link Prediction with Mean Likelihood Masked Language Model. | Louis Cloutre, Philippe Trempe, Amal Zouaq, Sarath Chandar |
| 2021 | SAC | Taxonomy extraction using knowledge graph embeddings and hierarchical clustering. | Flix Martel, Amal Zouaq |
| 2020 | ADBIS | Extraction of a Knowledge Graph from French Cultural Heritage Documents. | Erwan Marchand, Michel Gagnon, Amal Zouaq |
| 2020 | CSEDU | Using BERT and XLNET for the Automatic Short Answer Grading Task. | Hadi Abdi Ghavidel, Amal Zouaq, Michel C. Desmarais |
| 2020 | EDM | A Dataset of Learnersourced Explanations from an Online Peer Instruction Environment. | Sameer Bhatnagar, Michel C. Desmarais, Amal Zouaq, Elizabeth S. Charles |
| 2020 | LREC | Ontology Matching Using Convolutional Neural Networks. | Alexandre Bento, Amal Zouaq, Michel Gagnon |
| 2020 | SIGMOD | What is the schema of your knowledge graph?: leveraging knowledge graph embeddings and clustering for expressive taxonomy learning. | Amal Zouaq, Flix Martel |
| 2018 | EDM | A Comparison of Features for the Automatic Labeling of Student answers to Open-ended Questions. | Jesus Gerardo Alvarado Mantecon, Hadi Abdi Ghavidel, Amal Zouaq, Jelena Jovanovic, Jenny McDonald |
| 2017 | CIKM | An Empirical Study of Embedding Features in Learning to Rank. | Faezeh Ensan, Ebrahim Bagheri, Amal Zouaq, Alexandre Kouznetsov |
| 2016 | WWW | A Machine learning Filter for Relation Extraction. | Kevin Lange Di Cesare, Michel Gagnon, Amal Zouaq, Ludovic Jean-Louis |
| 2015 | LAK | What do cMOOC participants talk about in social media?: a topic analysis of discourse in a cMOOC. | Srecko Joksimovic, Vitomir Kovanovic, Jelena Jovanovic, Amal Zouaq, Dragan Gasevic, Marek Hatala |
| 2014 | PKAW | A Comparison of Graph-Based and Statistical Metrics for Learning Domain Keywords. | Alexandre Kouznetsov, Amal Zouaq |
| 2014 | PRICAI | An Assessment of Online Semantic Annotators for the Keyword Extraction Task. | Ludovic Jean-Louis, Amal Zouaq, Michel Gagnon, Faezeh Ensan |
| 2013 | EDOC | Message from VORTE 2013 Workshop Chairs. | Amal Zouaq, Ebrahim Bagheri, Renata S. S. Guizzardi |
| 2013 | LAK | Ontology Learning to Analyze Research Trends in Learning Analytics Publications. | Amal Zouaq, Srecko Joksimovic, Dragan Gasevic |
| 2013 | WWW | Can we use linked data semantic annotators for the extraction of domain-relevant expressions? | Michel Gagnon, Amal Zouaq, Ludovic Jean-Louis |
| 2011 | SAC | Ontologizing concept maps using graph theory. | Amal Zouaq, Dragan Gasevic, Marek Hatala |
| 2010 | LREC | Can Syntactic and Logical Graphs help Word Sense Disambiguation? | Amal Zouaq, Michel Gagnon, Benot Ozell |
| 2008 | ITS | Bridging the Gap between ITS and eLearning: Towards Learning Knowledge Objects. | Amal Zouaq, Roger Nkambou, Claude Frasson |
| 2007 | AIED | Towards Learning Knowledge Objects. | Amal Zouaq, Roger Nkambou, Claude Frasson |
| 2007 | FlAIRS | Document Semantic Annotation for Intelligent Tutoring Systems: A Concept Mapping Approach. | Amal Zouaq, Roger Nkambou, Claude Frasson |
| 2007 | ICALT | Using a Competence Model to Aggregate Learning Knowledge Objects. | Amal Zouaq, Roger Nkambou, Claude Frasson |
| 2006 | ICTAI | The Knowledge Puzzle: An Integrated Approach of Intelligent Tutoring Systems and Knowledge Management. | Amal Zouaq, Roger Nkambou, Claude Frasson |
| 2006 | ITS | An Ontology-Based Solution for Knowledge Management and eLearning Integration. | Amal Zouaq, Claude Frasson, Roger Nkambou |
| 2000 | ITS | The Explanation Agent. | Amal Zouaq, Claude Frasson, Khalid Rouane |