<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Portorož, Slovenia
$ bohui.zhang@kcl.ac.uk (B. Zhang); R.Alharbi@liverpool.ac.uk (R. Alharbi); yuan.he@cs.ox.ac.uk (Y. He)
 https://bohuizhang.github.io/ (B. Zhang); https://www.yuanhe.wiki/ (Y. He)</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Evaluation of Language Models in Knowledge Engineering (ELMKE) Workshop</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Bohui Zhang</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Reham Alharbi</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Yuan He</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>King's College London</institution>
          ,
          <addr-line>London</addr-line>
          ,
          <country country="UK">United Kingdom</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>University of Liverpool</institution>
          ,
          <addr-line>Liverpool</addr-line>
          ,
          <country country="UK">United Kingdom</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>University of Oxford</institution>
          ,
          <addr-line>Oxford</addr-line>
          ,
          <country country="UK">United Kingdom</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2025</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0001</lpage>
      <abstract>
        <p>This preface outlines the scope of the Second Workshop on Evaluation of Language Models in Knowledge Engineering (ELMKE 2025) and provides essential details for inclusion in the ESWC 2025 joint proceedings. Held in Portorož, Slovenia, and co-located with ESWC 2025, ELMKE focused on topics such as evaluation methodologies, knowledge and ontology engineering, large language models, benchmark creation, human-centered evaluation, and aspects of trustworthiness, interpretability, and explainability.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
    </sec>
    <sec id="sec-2">
      <title>2. Accepted Papers</title>
    </sec>
    <sec id="sec-3">
      <title>3. Program Committee</title>
      <p>The workshop organizers would like to express their sincere appreciation to the Program Committee
members for their valuable contributions and support: Terry Payne (University of Liverpool), Nitisha
Jain (King’s College London), Daniel Dobriy (Vienna University of Economics and Business), Hamed
Babaei Giglou (TIB), Chiara Di Bonaventura (King’s College London), Ariana Graciotti (University of
Bologna), George Hannah (University of Liverpool), Arunav Das (King’s College London), Anna Sofia
Lippolis (University of Bologna), Mohammad Javad Saeedizade (Linköping University), Yihang Zhao
(King’s College London)</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>Y.</given-names>
            <surname>He</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Chen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Antonyrajah</surname>
          </string-name>
          ,
          <string-name>
            <surname>I. Horrocks</surname>
          </string-name>
          ,
          <article-title>BERTMap: A BERT-based Ontology Alignment System</article-title>
          ,
          <source>CoRR abs/2112</source>
          .02682 (
          <year>2021</year>
          ). URL: https://arxiv.org/abs/2112.02682. arXiv:
          <volume>2112</volume>
          .
          <fpage>02682</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>B.</given-names>
            <surname>Zhang</surname>
          </string-name>
          ,
          <string-name>
            <given-names>V. A.</given-names>
            <surname>Carriero</surname>
          </string-name>
          ,
          <string-name>
            <given-names>K.</given-names>
            <surname>Schreiberhuber</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Tsaneva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L. S.</given-names>
            <surname>González</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Kim</surname>
          </string-name>
          , J. de Berardinis,
          <article-title>OntoChat: A Framework for Conversational Ontology Engineering Using Language Models, in: The Semantic Web: ESWC 2024 Satellite Events</article-title>
          : Hersonissos, Crete, Greece, May
          <volume>26</volume>
          -30,
          <year>2024</year>
          , Proceedings,
          <string-name>
            <surname>Part</surname>
            <given-names>I</given-names>
          </string-name>
          , Springer-Verlag, Berlin, Heidelberg,
          <year>2025</year>
          , p.
          <fpage>102</fpage>
          -
          <lpage>121</lpage>
          . URL: https://doi.org/10. 1007/978-3-
          <fpage>031</fpage>
          -78952-6_
          <fpage>10</fpage>
          . doi:
          <volume>10</volume>
          .1007/978-3-
          <fpage>031</fpage>
          -78952-6_
          <fpage>10</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>D.</given-names>
            <surname>Alivanistos</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. B.</given-names>
            <surname>Santamaría</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Cochez</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.-C.</given-names>
            <surname>Kalo</surname>
          </string-name>
          , E. van Krieken,
          <string-name>
            <given-names>T.</given-names>
            <surname>Thanapalasingam</surname>
          </string-name>
          ,
          <article-title>Prompting as Probing: Using Language Models for Knowledge Base Construction</article-title>
          ,
          <year>2023</year>
          . URL: https://arxiv.org/abs/2208.11057. arXiv:
          <volume>2208</volume>
          .
          <fpage>11057</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>B.</given-names>
            <surname>Zhang</surname>
          </string-name>
          , I. Reklos,
          <string-name>
            <given-names>N.</given-names>
            <surname>Jain</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Meroño-Peñuela</surname>
          </string-name>
          ,
          <string-name>
            <given-names>E.</given-names>
            <surname>Simperl</surname>
          </string-name>
          ,
          <article-title>Using Large Language Models for Knowledge Engineering (LLMKE): A Case Study on Wikidata</article-title>
          ,
          <source>CoRR abs/2309</source>
          .08491 (
          <year>2023</year>
          ). URL: https: //doi.org/10.48550/arXiv.2309.08491. doi:
          <volume>10</volume>
          .48550/arXiv.2309.08491. arXiv:
          <volume>2309</volume>
          .
          <fpage>08491</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>S.</given-names>
            <surname>Tsaneva</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Dessì</surname>
          </string-name>
          ,
          <string-name>
            <given-names>F.</given-names>
            <surname>Osborne</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Sabou</surname>
          </string-name>
          ,
          <article-title>Knowledge graph validation by integrating LLMs and human-in-the-</article-title>
          <string-name>
            <surname>loop</surname>
          </string-name>
          ,
          <source>Information Processing &amp; Management</source>
          <volume>62</volume>
          (
          <year>2025</year>
          )
          <article-title>104145</article-title>
          . URL: https://www.sciencedirect.com/science/article/pii/S030645732500086X. doi:https://doi.org/ 10.1016/j.ipm.
          <year>2025</year>
          .
          <volume>104145</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>B.</given-names>
            <surname>Zhang</surname>
          </string-name>
          , E. Koutsiana,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Zhao</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Meroño-Peñuela</surname>
          </string-name>
          , E. Simperl,
          <article-title>Trustworthy Knowledge Graphs: Practices and Approaches, in: Handbook on Neurosymbolic AI and Knowledge Graphs</article-title>
          , IOS Press,
          <year>2025</year>
          , pp.
          <fpage>363</fpage>
          -
          <lpage>384</lpage>
          . doi:
          <volume>10</volume>
          .3233/FAIA250215.
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>B. P.</given-names>
            <surname>Allen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.</given-names>
            <surname>Stork</surname>
          </string-name>
          ,
          <string-name>
            <given-names>P.</given-names>
            <surname>Groth</surname>
          </string-name>
          ,
          <article-title>Knowledge Engineering Using Large Language Models</article-title>
          ,
          <source>Transactions on Graph Data and Knowledge</source>
          <volume>1</volume>
          (
          <year>2023</year>
          ) 3:
          <fpage>1</fpage>
          -
          <lpage>3</lpage>
          :
          <fpage>19</fpage>
          . URL: https://drops.dagstuhl.de/entities/document/ 10.4230/TGDK.1.
          <issue>1</issue>
          .3. doi:
          <volume>10</volume>
          .4230/TGDK.1.
          <issue>1</issue>
          .3.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>E.</given-names>
            <surname>Koutsiana</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Walker</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Nwachukwu</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Meroño-Peñuela</surname>
          </string-name>
          , E. Simperl,
          <string-name>
            <surname>Knowledge Prompting: How Knowledge Engineers Use Large Language Models</surname>
          </string-name>
          ,
          <year>2024</year>
          . URL: https://arxiv.org/abs/2408.08878. arXiv:
          <volume>2408</volume>
          .
          <fpage>08878</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>J.</given-names>
            <surname>Frey</surname>
          </string-name>
          , L.-P. Meyer,
          <string-name>
            <given-names>F.</given-names>
            <surname>Brei</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Gründer-Fahrer</surname>
          </string-name>
          ,
          <string-name>
            <surname>M.</surname>
          </string-name>
          <article-title>Martin, Assessing the Evolution of LLM Capabilities for Knowledge Graph Engineering in 2023</article-title>
          , in: A.
          <string-name>
            <surname>Meroño Peñuela</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          <string-name>
            <surname>Corcho</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          <string-name>
            <surname>Groth</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          <string-name>
            <surname>Simperl</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          <string-name>
            <surname>Tamma</surname>
            ,
            <given-names>A. G.</given-names>
          </string-name>
          <string-name>
            <surname>Nuzzolese</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Poveda-Villalón</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          <string-name>
            <surname>Sabou</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          <string-name>
            <surname>Presutti</surname>
            ,
            <given-names>I. Celino</given-names>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Revenko</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Raad</surname>
          </string-name>
          ,
          <string-name>
            <given-names>B.</given-names>
            <surname>Sartini</surname>
          </string-name>
          , P. Lisena (Eds.),
          <source>The Semantic Web: ESWC 2024 Satellite Events</source>
          , Springer Nature Switzerland, Cham,
          <year>2025</year>
          , pp.
          <fpage>51</fpage>
          -
          <lpage>60</lpage>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>