The MRIM team contributes to the production of knowledge through its publications. Between 2019 and 2024, 60 publications, most of which (46) in international conferences or journals, and 17 publications in renowned international journals or conferences. These publications include the team’s work in the journals ACM computing Surveys in 2019 and 2020, Neurocomputing in 2020, in the Journal of Healthcare Informatics Research in 2021 and Information Retrieval Journal in 2023. For conferences, the team published every year between 2020 and 2024 in one of the two major conferences in the field, SIGIR and ECIR. Two major directions underlie our publication policy: on the one hand, notable scientific advances for which we favor international conferences or journals (SIGIR, ECIR, Neurocomputing, ACM Computing Surveys), and on the other hand, publications related to the production of evaluation corpora and those that allow to be integrated and to bring to life the national and international community of Information Research. Thus, the strong involvement of the MRIM team in the definition of evaluation corpora is reflected in our participation in the TRECVid and CLEF conferences, and we actively participate in the French community (CORIA, ATALA). We systematically involve doctoral students, postdoctoral fellows in the publications of the MRIM team. All our publications in these conferences, national or international, have been the subject of oral presentations.