Research activity

Recherche d'information - Apprentissage statistique

2016-2025 Publications

• 2025
  • N. Thome, M. Ho‑Dac, M.‑J. Lesot, N. Baskiotis, A. Latil, V. Guigue, L. Soulier : “Comprendre l’intelligence artificielle : concepts, usages et enjeux”, Les 100 questions, (Afnor) (2025)
• 2021
  • C. Rebuffel, Th. Scialom, L. Soulier, B. Piwowarski, S. Lamprier, J. Staiano, G. Scoutheeten, P. Gallinari : “Data-QuestEval: A Reference-less Metric for Data-to-Text Semantic Evaluation”, 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP), Punta Cana, Dominican Republic, pp. 8029-8036, (Association for Computational Linguistics) (2021)
  • Th. Luka, L. Soulier, D. Picard : “Unsupervised Word Representations Learning with Bilinear Convolutional Network on Characters”, The 29^th European Symposium on Artificial Neural Networks, Online, Belgium, pp. 251-256 (2021)
  • C. Rebuffel, M. Roberti, L. Soulier, G. Scoutheeten, R. Cancelliere, P. Gallinari : “Controlling hallucinations at word level in data-to-text generation”, Data Mining and Knowledge Discovery, (Springer) (2021)
  • P. Erbacher, L. Soulier, L. Denoyer : “State of the Art of User Simulation approaches for conversational information retrieval”, CSR-Sim4IR 2021 Causality in Search and Recommendation and Simulation of Information Retrieval Evaluation 2021, Online, Canada (2021)
  • Th. Luka, L. Soulier, D. Picard : “Apprentissage non supervisé de représentations de mots à l’aide de réseaux de convolution bilinéaires sur des caractères”, CORIA 2021, Grenoble (virtuel), France (2021)
  • P. Erbacher, L. Soulier : “État de l’art des approches de modélisation et de simulation utilisateur pour la recherche d’information conversationnelle”, CORIA 2021, Grenoble, France (2021)
  • J. Lovon, L. Soulier, K. Pinel‑Sauvagnat, L. Tamine : “Oubli Catastrophique et Modèles Neuronaux de Recherche d’Information”, 17^e conférence francophone en Recherche d’Information et Application (CORIA 2021), Grenoble (virtuel), France, pp. 1-5 (2021)
  • J. Lovon, L. Soulier, K. Pinel‑Sauvagnat, L. Tamine : “Studying Catastrophic Forgetting in Neural Ranking Models”, ECIR 2021, vol. 12656, Lecture Notes in Computer Science (LNCS), Lucca (on line), Italy, pp. 375-390, (Springer International Publishing), (ISBN: 978-3-030-72112-1) (2021)
• 2020
  • C. Rebuffel, L. Soulier, G. Scoutheeten, P. Gallinari : “PARENTing via Model-Agnostic Reinforcement Learning to Correct Pathological Behaviors in Data-to-Text Generation”, Proceedings of the 13^th International Conference on Natural Language Generation, INLG 2020, Dublin, Ireland (2020)
  • C. Rebuffel, L. Soulier, G. Scoutheeten, P. Gallinari : “Capturing Entity Hierarchy in Data-to-Text Generative Models”, First Joint Conference of the Information Retrieval Communities in Europe (CIRCLE 2020), vol. 2621, CEUR Workshop Proceedings, Online, France, (CEUR-WS.org) (2020)
  • C. Rebuffel, L. Soulier, G. Scoutheeten, P. Gallinari : “A Hierarchical Model for Data-to-Text Generation”, 42^nd European Conference on IR Research, ECIR 2020, vol. 12035, Lecture Notes in Computer Science, Lisbon, Portugal, pp. 65-80, (Springer) (2020)
  • Sh. Oviatt, L. Soulier : “Conversational Search Conversational Search for Learning Technologies”, (2020)
• 2019
  • P. Bordes, É. Zablocki, L. Soulier, B. Piwowarski, P. Gallinari : “Incorporating Visual Semantics into Sentence Representations within a Grounded Space”, 2019 Conference on Empirical Methods in Natural Language Processing and 9^th International Joint Conference on Natural Language Processing, Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9^th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP), Hong Kong, China, pp. 696-707, (Association for Computational Linguistics) (2019)
  • L. Tamine, L. Soulier, G.‑H. Nguyen, N. Bricon‑Souf : “Offline versus Online Representation Learning of Documents Using External Knowledge”, ACM Transactions on Information Systems, vol. 37 (4), pp. 42:1-42:34, (Association for Computing Machinery) (2019)
  • É. Zablocki, P. Bordes, B. Piwowarski, L. Soulier, P. Gallinari : “Context-Aware Zero-Shot Learning for Object Recognition”, Thirty-sixth International Conference on Machine Learning (ICML), Long Beach, CA, United States (2019)
  • W. Aissa, L. Soulier, L. Denoyer : “Modèle de compréhension du besoin en information pour la RI conversationnelle”, CORIA 2019 - 16^e COnférence en Recherche d’Information et Applications, Lyon, France (2019)
  • P. Bellot, L. Cappellato, N. Ferro, J. Mothe, F. Murtagh, J.‑Y. Nie, E. Sanjuan, L. Soulier, Ch. Trabelsi : “Report on CLEF 2018: Experimental IR Meets Multilinguality, Multimodality, and Interaction”, Sigir Forum, vol. 52 (2), pp. 72-82, (Association for Computing Machinery (ACM)) (2019)
  • P. Bordes, É. Zablocki, L. Soulier, B. Piwowarski : “Un modèle multimodal d’apprentissage de représentations de phrases qui préserve la sémantique visuelle”, COnférence en Recherche d'Informations et Applications, COnférence en Recherche d'Informations et Applications - CORIA 2019, 16^th French Information Retrieval Conference. Lyon, France, May 25-29, 2019. Proceedings, Lyon, France (2019)
  • P. Bellot, L. Soulier : “COnférence en Recherche d’Informations et Applications - CORIA 2019, 16^th French Information Retrieval Conference. Lyon, France, May 25-29, 2019. Proceedings.”, (2019)
• 2018
  • W. Aissa, L. Soulier, L. Denoyer : “A Reinforcement Learning-driven Translation Model for Search-Oriented Conversational Systems”, Proceedings of the 2018 EMNLP Workshop SCAI: The 2^nd International Workshop on Search-Oriented Conversational AI, Bruxelles, Belgium, pp. 33-39 (2018)
  • L. Capellato, N. Ferro, J.‑Y. Nie, L. Soulier : “CLEF 2018 Working Notes”, CLEF 2018 - Conference and Labs of the Evaluation Forum, vol. 2125, CEUR Workshop Proceedings, Avignon, France (2018)
  • P. Bellot, Ch. Trabelsi, J. Mothe, F. Murtagh, J.‑Y. Nie, L. Soulier, E. Sanjuan, L. Cappellato, N. Ferro : “Experimental IR Meets Multilinguality, Multimodality, and Interaction: 9^th International Conference of the CLEF Association, CLEF 2018, Avignon, France, September 10-14, 2018, Proceedings”, Lecture Notes in Computer Science, vol. 11018, Lecture Notes in Computer Science, (Springer Cham), (ISBN: 978-3-319-98932-7) (2018)
  • É. Zablocki, B. Piwowarski, L. Soulier, P. Gallinari : “Apprentissage multimodal de représentation de mots à l’aide de contexte visuel”, Conférence sur l'Apprentissage Automatique, Rouen, France (2018)
  • G.‑H. Nguyen, L. Tamine, L. Soulier, N. Bricon‑Souf : “A Tri-Partite Neural Document Language Model for Semantic Information Retrieval”, ESWC 2018 - 15^th European Semantic Web Conference, vol. 10843, Lecture Notes in Computer Science, Heraklion, Crète, Greece, pp. 445-461, (Springer) (2018)
  • M. Carvalho, R. Cadene, D. Picard, L. Soulier, N. Thome, M. Cord : “Cross-Modal Retrieval in the Cooking Context”, SIGIR proceedings, Ann Arbor, Michigan, United States, pp. 35-44, (ACM Press) (2018)
  • G.‑H. Nguyen, L. Tamine, L. Soulier, N. Bricon‑Souf : “Modèle neuronal tripartite pour la représentation de documents”, Actes CORIA 2018, Rennes, France, (ISBN: 978-2-9556434-1-9) (2018)
  • M. Carvalho, R. Cadene, D. Picard, L. Soulier, M. Cord : “Images & Recipes: Retrieval in the cooking context”, International Conference on Data Engineering (ICDE), DECOR workshop, Paris, France (2018)
  • É. Zablocki, B. Piwowarski, L. Soulier, P. Gallinari : “Learning Multi-Modal Word Representation Grounded in Visual Context”, Association for the Advancement of Artificial Intelligence (AAAI), New Orleans, United States (2018)
• 2017
  • G.‑H. Nguyen, L. Soulier, L. Tamine, N. Bricon‑Souf : “DSRIM: A Deep Neural Information Retrieval Model Enhanced by a Knowledge Resource Driven Representation of Documents”, The 3^rd ACM International Conference on the Theory of Information Retrieval, Amsterdam, Netherlands, pp. 19-26, (ISBN: 978-1-4503-4490-6) (2017)
  • G.‑H. Nguyen, L. Tamine, L. Soulier, N. Bricon‑Souf : “Learning Concept-Driven Document Embeddings for Medical Information Search”, Artificial Intelligence in Medicine: 16^th Conference on Artificial Intelligence in Medicine, AIME 2017, Vienna, Austria, June 21-24, 2017, Proceedings, vol. 10259, Lecture Notes in Computer Science, Vienna, Austria, pp. 160-170, (Springer International Publishing), (ISBN: 978-3-319-59757-7) (2017)
  • G.‑H. Nguyen, L. Tamine, L. Soulier, N. Bricon‑Souf : “Apprentissage de représentation des documents médicaux guidé par les concepts pour la recherche d’information”, Actes du symposium SIIM 2017, Toulouse, France, pp. 1-8 (2017)
  • G.‑H. Nguyen, L. Soulier, L. Tamine, N. Bricon‑Souf : “Modèle Neuronal de Recherche d’Information Augmenté par une Ressource Sémantique”, Actes CORIA 2017, Marseille, France, pp. 1-16, (ARIA) (2017)
  • L. Azzopardi, J. Pickens, Ch. Shah, L. Soulier, L. Tamine : “Second International Workshop On the Evaluation of Collaborative Information Seeking and Retrieval (ECol’17)”, Proceedings of the 2017 Conference on Conference Human Information Interaction and Retrieval (CHIIR 2017), Oslo, Norway, pp. 429-431, (ACM) (2017)
  • É. Zablocki, P. Bordes, L. Soulier, B. Piwowarski, P. Gallinari : “LIP6@CLEF2017: Multi-Modal Spatial Role Labeling using Word Embeddings Working notes”, CLEF 2017 Working Notes, Dublin, Ireland (2017)
  • L. Soulier, L. Tamine : “On the collaboration support in Information Retrieval”, ACM Computing Surveys, (Association for Computing Machinery) (2017)
• 2016
  • G.‑H. Nguyen, L. Soulier, L. Tamine, N. Bricon‑Souf : “IRIT @ TREC 2016 Clinical Decision Support Track”, Text REtrieval Conference (TREC 2016), Gaithersburg, MD, United States (2016)
  • L. Soulier, L. Tamine, G.‑H. Nguyen : “Answering Twitter Questions: a Model for Recommending Answerers through Social Collaboration”, Proceedings of the 25^th ACM International Conference on Information and Knowledge Management, Indianapolis, United States, pp. 267-276 (2016)
  • L. Tamine, L. Soulier : “Collaborative Information Retrieval: Frameworks, Theoretical Models, and Emerging Topics”, The 2^nd ACM International Conference on the Theory of Information Retrieval (ICTIR 2016), Newark, DE, United States (2016)
  • L. Ben Jabeur, L. Soulier, L. Tamine, P. Mousset : “A Product Feature-based User-Centric Ranking Model for E-Commerce Search”, Conference on Multilingual and Multimodal Information Access Evaluation (CLEF 2016), Evora, Portugal (2016)
  • L. Ben Jabeur, L. Soulier, P. Mousset, L. Tamine : “Living Ranking: from online to real-time information retrieval evaluation”, 7^th International Conference of the CLEF Association, Evora, Portugal (2016)
  • G.‑H. Nguyen, L. Tamine, L. Soulier, N. Bricon‑Souf : “Toward a Deep Neural Approach for Knowledge-Based IR”, Neu-IR ’16 SIGIR Workshop on Neural Information Retrieval, Pise, Italy, (ACM) (2016)
  • L. Tamine, L. Soulier, L. Ben Jabeur, F. Amblard, Ch. Hanachi, G. Hubert, C. Roth : “Social Media-Based Collaborative Information Access: Analysis of Online Crisis-Related Twitter Conversations”, HT '16: Proceedings of the 27^th ACM Conference on Hypertext and Social Media, Halifax, Nova Scotia, Canada, pp. 159-168, (ACM: Association for Computing Machinery) (2016)
  • L. Soulier, L. Ben Jabeur, P. Mousset, L. Tamine : “Quels facteurs de pertinence pour la recherche de produits e-commerce ?”, CORIA 2016 - Conférence en Recherche d'Informations et Applications- 13^th French Information Retrieval Conference. CIFED 2016 Colloque International Francophone sur l'Ecrit et le Document, Toulouse, France (2016)
  • L. Tamine, L. Soulier : “Collaborative Information Retrieval: Concepts, Models and Evaluation”, Advances in Information Retrieval - 38^th European Conference on IR Research, ECIR 2016, Padua, Italy, March 20-23, 2016. Proceedings, vol. 9626, Lecture Notes in Computer Science, Padua, Italy, pp. 885-888, (Springer) (2016)
  • L. Soulier, L. Tamine, Ch. Shah : “MineRank: Leveraging users’ latent roles for unsupervised collaborative information retrieval”, Information Processing and Management, vol. 52 (6), pp. 1122-1141, (Elsevier) (2016)