<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-04940482</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-19T08:28:29+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="fr">Défi TextMine 2025 : Utilisation des Grands Modèles de Langue pour l'Extraction de Relations dans les Rapports de Renseignement</title>
            <author role="aut">
              <persName>
                <forename type="first">Mohamed</forename>
                <surname>Ettaleb</surname>
              </persName>
              <idno type="halauthorid">1149334-0</idno>
              <affiliation ref="#struct-117974"/>
              <affiliation ref="#struct-1612883"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Mouna</forename>
                <surname>Kamel</surname>
              </persName>
              <idno type="halauthorid">9660-0</idno>
              <affiliation ref="#struct-1612883"/>
              <affiliation ref="#struct-101475"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Véronique</forename>
                <surname>Moriceau</surname>
              </persName>
              <email type="md5">971812267f1620cfcab9bb76cfd36eb5</email>
              <email type="domain">univ-tlse3.fr</email>
              <idno type="idhal" notation="string">veronique-moriceau</idno>
              <idno type="idhal" notation="numeric">735467</idno>
              <idno type="halauthorid" notation="string">40879-735467</idno>
              <idno type="IDREF">https://www.idref.fr/115607374</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-9641-0714</idno>
              <affiliation ref="#struct-1612883"/>
              <affiliation ref="#struct-1612993"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Nathalie</forename>
                <surname>Aussenac-Gilles</surname>
              </persName>
              <email type="md5">942b1162a60d1711c3c134f9d2c9411f</email>
              <email type="domain">irit.fr</email>
              <idno type="idhal" notation="string">nathalie-aussenac-gilles</idno>
              <idno type="idhal" notation="numeric">2612</idno>
              <idno type="halauthorid" notation="string">12750-2612</idno>
              <idno type="IDREF">https://www.idref.fr/034874984</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-3653-3223</idno>
              <idno type="VIAF">https://viaf.org/viaf/64686499</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=qU7HrJAAAAAJ&amp;hl=fr</idno>
              <affiliation ref="#struct-1612883"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Nathalie</forename>
                <surname>Aussenac-Gilles</surname>
              </persName>
              <email type="md5">942b1162a60d1711c3c134f9d2c9411f</email>
              <email type="domain">irit.fr</email>
            </editor>
            <funder ref="#projanr-72472"/>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2025-02-11 13:58:00</date>
              <date type="whenModified">2026-03-23 15:01:49</date>
              <date type="whenReleased">2025-02-11 14:55:19</date>
              <date type="whenProduced">2025-01-28</date>
              <date type="whenEndEmbargoed">2025-02-11</date>
              <ref type="file" target="https://hal.science/hal-04940482v1/document">
                <date notBefore="2025-02-11"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-04940482v1/file/Article_TextMine_paper7_Hal.pdf" id="file-4940482-4286794">
                <date notBefore="2025-02-11"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="112418">
                <persName>
                  <forename>Nathalie</forename>
                  <surname>Aussenac-Gilles</surname>
                </persName>
                <email type="md5">942b1162a60d1711c3c134f9d2c9411f</email>
                <email type="domain">irit.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-04940482</idno>
            <idno type="halUri">https://hal.science/hal-04940482</idno>
            <idno type="halBibtex">ettaleb:hal-04940482</idno>
            <idno type="halRefHtml">&lt;i&gt;EGC - Atelier TextMine 2025&lt;/i&gt;, Pascal Cuxac; Cédric Lopez; Adrien Guille, Jan 2025, Strasbourg, France. pp.57-58, &lt;a target="_blank" href="https://dx.doi.org/10.48550/ARXIV.2407.21783"&gt;&amp;#x27E8;10.48550/ARXIV.2407.21783&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">EGC - Atelier TextMine 2025, Pascal Cuxac; Cédric Lopez; Adrien Guille, Jan 2025, Strasbourg, France. pp.57-58, &amp;#x27E8;10.48550/ARXIV.2407.21783&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-4940482-4286794"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="UNIV-TLSE2">Université Toulouse 2</idno>
            <idno type="stamp" n="UNIV-TLSE3">Université de Toulouse</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-PERP">Université Perpignan Via Domitia</idno>
            <idno type="stamp" n="UNIV-LEMANS">Université du Mans</idno>
            <idno type="stamp" n="UT1-CAPITOLE">Université Toulouse 1 Capitole</idno>
            <idno type="stamp" n="LIUM" corresp="UNIV-LEMANS">Laboratoire Informatique de l'Université du Maine</idno>
            <idno type="stamp" n="IRIT">IRIT - Institut de Recherche en Informatique de Toulouse</idno>
            <idno type="stamp" n="IRIT-MELODI" corresp="IRIT">Méthodes et Ingénierie des Langues, des Ontologies et du Discours</idno>
            <idno type="stamp" n="ANR">ANR</idno>
            <idno type="stamp" n="IRIT-IA" corresp="IRIT">Intelligence Artificielle</idno>
            <idno type="stamp" n="TOULOUSE-INP">Toulouse - INP</idno>
            <idno type="stamp" n="UNIV-UT3">Université Toulouse 3</idno>
            <idno type="stamp" n="UT3-INP">Université de Toulouse / Toulouse INP</idno>
            <idno type="stamp" n="UT3-TOULOUSEINP">Université de Toulouse / Toulouse INP</idno>
            <idno type="stamp" n="TEXTMINE">TextMine, atelier sur la fouille de textes</idno>
            <idno type="stamp" n="ANR-IA-22" corresp="ANR-IA">ANR-IA-22</idno>
            <idno type="stamp" n="ANR-IA">ANR-IA</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="invited" n="0">No</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
            <note type="proceedings" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="fr">Défi TextMine 2025 : Utilisation des Grands Modèles de Langue pour l'Extraction de Relations dans les Rapports de Renseignement</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Mohamed</forename>
                    <surname>Ettaleb</surname>
                  </persName>
                  <idno type="halauthorid">1149334-0</idno>
                  <affiliation ref="#struct-117974"/>
                  <affiliation ref="#struct-1612883"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Mouna</forename>
                    <surname>Kamel</surname>
                  </persName>
                  <idno type="halauthorid">9660-0</idno>
                  <affiliation ref="#struct-1612883"/>
                  <affiliation ref="#struct-101475"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Véronique</forename>
                    <surname>Moriceau</surname>
                  </persName>
                  <email type="md5">971812267f1620cfcab9bb76cfd36eb5</email>
                  <email type="domain">univ-tlse3.fr</email>
                  <idno type="idhal" notation="string">veronique-moriceau</idno>
                  <idno type="idhal" notation="numeric">735467</idno>
                  <idno type="halauthorid" notation="string">40879-735467</idno>
                  <idno type="IDREF">https://www.idref.fr/115607374</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-9641-0714</idno>
                  <affiliation ref="#struct-1612883"/>
                  <affiliation ref="#struct-1612993"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Nathalie</forename>
                    <surname>Aussenac-Gilles</surname>
                  </persName>
                  <email type="md5">942b1162a60d1711c3c134f9d2c9411f</email>
                  <email type="domain">irit.fr</email>
                  <idno type="idhal" notation="string">nathalie-aussenac-gilles</idno>
                  <idno type="idhal" notation="numeric">2612</idno>
                  <idno type="halauthorid" notation="string">12750-2612</idno>
                  <idno type="IDREF">https://www.idref.fr/034874984</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-3653-3223</idno>
                  <idno type="VIAF">https://viaf.org/viaf/64686499</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=qU7HrJAAAAAJ&amp;hl=fr</idno>
                  <affiliation ref="#struct-1612883"/>
                </author>
              </analytic>
              <monogr>
                <title level="m">Actes de l'Atelier TextMine 2025</title>
                <meeting>
                  <title>EGC - Atelier TextMine 2025</title>
                  <date type="start">2025-01-28</date>
                  <settlement>Strasbourg</settlement>
                  <country key="FR">France</country>
                </meeting>
                <respStmt>
                  <resp>conferenceOrganizer</resp>
                  <name>Pascal Cuxac</name>
                  <name>Cédric Lopez</name>
                  <name>Adrien Guille</name>
                </respStmt>
                <editor>Pascal Cuxat</editor>
                <editor>Cédric Lopez</editor>
                <imprint>
                  <biblScope unit="volume">https://textmine.sciencesconf.org/data/pages/TextMine25.pdf</biblScope>
                  <biblScope unit="pp">57-58</biblScope>
                  <date type="datePub">2025-01</date>
                </imprint>
              </monogr>
              <idno type="doi">10.48550/ARXIV.2407.21783</idno>
              <ref type="publisher">https://textmine.sciencesconf.org/</ref>
              <relatedItem target="https://cnrs.hal.science/hal-04915120v1" type="IsPartOf" subtype="http://purl.org/coar/resource_type/c_18cf"/>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="fr">French</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
              <classCode scheme="halDomain" n="info">Computer Science [cs]</classCode>
              <classCode scheme="halTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halOldTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halTreeTypology" n="COMM">Conference papers</classCode>
            </textClass>
            <abstract xml:lang="fr">
              <p>L’extraction de relations (RE) vise à identifier et caractériser les relations sémantiques entredes entités dans un texte, une tâche clé en traitement automatique du langage naturel (TALN).Les approches supervisées traditionnelles reposent sur l’annotation des entités suivie de la prédictiondes relations entre elles. Récemment, les méthodes séquence-à-séquence ont simplifiéce processus en générant directement les relations sous forme de chaînes cibles. Les grandsmodèles de langage (LLMs) se distinguent par leur capacité à traiter efficacement ces tâchescomplexes. Dans le cadre du défi TextMine 2025, l’objectif est d’automatiser l’extraction derelations à partir de rapports complexes pour le renseignement et la défense. Ce défi offre uneopportunité unique d’évaluer les performances des LLMs dans des scénarios réalistes. Nousproposons une approche utilisant le modèle Llama3 (Dubey et al., 2024) pour détecter et classerles relations entre paires d’entités dans un texte. Nous combinons la puissance des LLMsavec des étapes de filtrage préalable reposant sur les types d’entités et de relations. L’objectifest d’évaluer dans quelle mesure un LLM peut répondre aux besoins de l’extraction de relationsdans des contextes complexes, tout en mettant en lumière ses limites et les défis à surmonter.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-117974" status="VALID">
          <idno type="IdRef">035240776</idno>
          <idno type="RNSR">200615275G</idno>
          <idno type="Wikidata">Q51779666</idno>
          <orgName>Laboratoire d'Informatique de l'Université du Mans</orgName>
          <orgName type="acronym">LIUM</orgName>
          <desc>
            <address>
              <addrLine>Avenue Laennec 72085 Le Mans cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://lium.univ-lemans.fr/</ref>
          </desc>
          <listRelation>
            <relation name="EA4023" active="#struct-7566" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-1612883" status="VALID">
          <orgName>MEthodes et ingénierie des Langues, des Ontologies et du DIscours</orgName>
          <orgName type="acronym">IRIT-MELODI</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>IRIT118 Route de Narbonne31062 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irit.fr/-Equipe-MELODI-</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1612872" type="direct"/>
            <relation active="#struct-81148" type="indirect"/>
            <relation name="443875" active="#struct-443875" type="indirect"/>
            <relation active="#struct-116256" type="indirect"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation name="UMR5505" active="#struct-441569" type="indirect"/>
            <relation active="#struct-448187" type="indirect"/>
            <relation active="#struct-1574795" type="indirect"/>
            <relation active="#struct-1612865" type="indirect"/>
            <relation name="FED4171" active="#struct-1574795" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-101475" status="VALID">
          <idno type="ROR">https://ror.org/03am2jy38</idno>
          <orgName>Université de Perpignan Via Domitia</orgName>
          <orgName type="acronym">UPVD</orgName>
          <desc>
            <address>
              <addrLine>52 avenue Paul Alduy - 66860 Perpignan Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-perp.fr/</ref>
          </desc>
        </org>
        <org type="regrouplaboratory" xml:id="struct-1612993" status="VALID">
          <orgName>Institut Universitaire de Technologie - Paul Sabatier</orgName>
          <orgName type="acronym">IUT Toulouse Auch Castres</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>Université Toulouse III - 115C, route de Narbonne - 31077 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://iut.univ-tlse3.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1574795" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-7566" status="VALID">
          <idno type="ROR">https://ror.org/01mtcc283</idno>
          <orgName>Le Mans Université</orgName>
          <orgName type="acronym">UM</orgName>
          <desc>
            <address>
              <addrLine>Avenue Olivier Messiaen - 72085 Le Mans cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-lemans.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-1612872" status="VALID">
          <idno type="IdRef">030947448</idno>
          <idno type="ISNI">0000000121927225</idno>
          <idno type="RNSR">199511949P</idno>
          <idno type="ROR">https://ror.org/01rx4qw44</idno>
          <orgName>Institut de recherche en informatique de Toulouse</orgName>
          <orgName type="acronym">IRIT</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>118 Route de Narbonne, F-31062 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irit.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-81148" type="direct"/>
            <relation name="443875" active="#struct-443875" type="indirect"/>
            <relation active="#struct-116256" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation name="UMR5505" active="#struct-441569" type="direct"/>
            <relation active="#struct-448187" type="direct"/>
            <relation active="#struct-1574795" type="direct"/>
            <relation active="#struct-1612865" type="direct"/>
            <relation name="FED4171" active="#struct-1574795" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-81148" status="VALID">
          <idno type="IdRef">026404354</idno>
          <idno type="ISNI">0000000121902837</idno>
          <idno type="ROR">https://ror.org/0443n9e75</idno>
          <orgName>Université Toulouse Capitole</orgName>
          <orgName type="acronym">UT Capitole</orgName>
          <date type="start">1970-01-01</date>
          <desc>
            <address>
              <addrLine>2 rue du Doyen-Gabriel-Marty - 31042 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ut-capitole.fr/</ref>
          </desc>
          <listRelation>
            <relation name="443875" active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-443875" status="VALID">
          <idno type="ROR">https://ror.org/017tgbk05</idno>
          <orgName>Communauté d'universités et établissements de Toulouse</orgName>
          <orgName type="acronym">Comue de Toulouse</orgName>
          <desc>
            <address>
              <addrLine>41 Allée Jules Guesde, 31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-toulouse.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-116256" status="VALID">
          <idno type="IdRef">026403994</idno>
          <idno type="ROR">https://ror.org/04ezk3x31</idno>
          <orgName>Université Toulouse - Jean Jaurès</orgName>
          <orgName type="acronym">UT2J</orgName>
          <date type="start">1971-01-01</date>
          <desc>
            <address>
              <addrLine>5 allées Antonio Machado - 31058 Toulouse Cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-tlse2.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-448187" status="VALID">
          <idno type="IdRef">026388820</idno>
          <idno type="ISNI">0000000121766169</idno>
          <idno type="ROR">https://ror.org/033p9g875</idno>
          <orgName>Institut National Polytechnique (Toulouse)</orgName>
          <orgName type="acronym">Toulouse INP</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.inp-toulouse.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-1574795" status="VALID">
          <orgName>Université de Toulouse</orgName>
          <orgName type="acronym">EPE UT</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>118 toute de Narbonne, 31062 Toulouse cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-tlse3.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-1612865" status="VALID">
          <orgName>Toulouse Mind &amp; Brain Institut</orgName>
          <orgName type="acronym">TMBI</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>CHU Purpan, Pavillon Baudot, 31059 Toulouse cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.tmbi.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-116256" type="direct"/>
            <relation active="#struct-443875" type="indirect"/>
            <relation name="FED4171" active="#struct-1574795" type="direct"/>
          </listRelation>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="anrProject" xml:id="projanr-72472" status="VALID">
          <idno type="anr">ANR-22-CE23-0020</idno>
          <orgName>ECLADATTA</orgName>
          <desc>Extraction de Connaissances LAtentes dans les Documents par une Analyse conjointe des Textes et des TAbles</desc>
          <date type="start">2022</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>