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#subjectindexing

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Osma Suominen<p>In the first <a href="https://sigmoid.social/tags/LLMs4Subjects" class="mention hashtag" rel="tag">#<span>LLMs4Subjects</span></a> challenge at the SemEval-2025 workshop, our <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> team did very well!</p><p>The challenge was to generate good quality subject indexing for bibliographic records in German &amp; English using LLMs. We used LLMs for data preprocessing (translation &amp; synthetic data) and Annif as the main suggestion engine. We ranked 1st and 2nd in quantitative and 4th in qualitative evaluations out of 14 teams!</p><p>More info &amp; preprints: <a href="https://groups.google.com/g/annif-users/c/b8kVy6XSzB4/m/JE6xBzSuEgAJ" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">groups.google.com/g/annif-user</span><span class="invisible">s/c/b8kVy6XSzB4/m/JE6xBzSuEgAJ</span></a></p><p><a href="https://sigmoid.social/tags/subjectIndexing" class="mention hashtag" rel="tag">#<span>subjectIndexing</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/LLM" class="mention hashtag" rel="tag">#<span>LLM</span></a> <a href="https://sigmoid.social/tags/SemEval" class="mention hashtag" rel="tag">#<span>SemEval</span></a></p>
Osma Suominen<p>Last November we organized a survey for Annif users, and now the results have been published in the Doria repository of the National Library of Finland:</p><p><a href="https://urn.fi/URN:ISBN:978-952-84-1301-1" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">urn.fi/URN:ISBN:978-952-84-130</span><span class="invisible">1-1</span></a></p><p>The report includes an overview of:</p><p>- The vocabularies and datasets that are used with Annif<br />- The workflows that Annif is integrated with<br />- The problems Annif users are facing</p><p><a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/opensource" class="mention hashtag" rel="tag">#<span>opensource</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/subjectIndexing" class="mention hashtag" rel="tag">#<span>subjectIndexing</span></a></p>
Osma Suominen<p>Version 1.3 of the automated subject subject indexing tool <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> has been released!</p><p>This release introduces support for the EstNLTK analyzer for better Estonian lemmatization 🇪🇪, optimizations to the MLLM backend, as well as maintenance and bug fixes, including better file permissions in multi-user environments.</p><p><a href="https://github.com/NatLibFi/Annif/releases/tag/v1.3.0" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/NatLibFi/Annif/rele</span><span class="invisible">ases/tag/v1.3.0</span></a></p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/machinelearning" class="mention hashtag" rel="tag">#<span>machinelearning</span></a> <a href="https://sigmoid.social/tags/opensource" class="mention hashtag" rel="tag">#<span>opensource</span></a> <a href="https://sigmoid.social/tags/code4lib" class="mention hashtag" rel="tag">#<span>code4lib</span></a> <a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/subjectindexing" class="mention hashtag" rel="tag">#<span>subjectindexing</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/classification" class="mention hashtag" rel="tag">#<span>classification</span></a> <a href="https://sigmoid.social/tags/Estonian" class="mention hashtag" rel="tag">#<span>Estonian</span></a> <a href="https://sigmoid.social/tags/eesti" class="mention hashtag" rel="tag">#<span>eesti</span></a></p>
Osma Suominen<p>Are you using <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> for automated subject indexing or classification? Have you tried it out? Did you look at it but never got around to using it?</p><p>If yes, please fill in this Annif user survey: <a href="https://forms.gle/P7jGoPMbEAJnD9zw9" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="">forms.gle/P7jGoPMbEAJnD9zw9</span><span class="invisible"></span></a></p><p>We want to hear your thoughts about Annif and how to make it better in the future!</p><p>It should only take a few minutes. Deadline is November 30.</p><p><a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/subjectindexing" class="mention hashtag" rel="tag">#<span>subjectindexing</span></a> <a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/automation" class="mention hashtag" rel="tag">#<span>automation</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/code4lib" class="mention hashtag" rel="tag">#<span>code4lib</span></a> <a href="https://sigmoid.social/tags/survey" class="mention hashtag" rel="tag">#<span>survey</span></a></p>
Osma Suominen<p>We will organize an <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> tutorial session &quot;Introduction to the Annif automated indexing tool&quot; at the <a href="https://sigmoid.social/tags/SWIB24" class="mention hashtag" rel="tag">#<span>SWIB24</span></a> online conference on 25th November 2024, 9-13 CET! It&#39;s free, but you need to sign up through the SWIB Discourse platform: <a href="https://forum.swib.org/t/workshop-introduction-to-annif-automated-indexing-tool-category/139" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">forum.swib.org/t/workshop-intr</span><span class="invisible">oduction-to-annif-automated-indexing-tool-category/139</span></a></p><p>The workshop is based on the Annif tutorial materials, created by the National Library of Finland and ZBW: <a href="https://github.com/NatLibFi/Annif-tutorial" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/NatLibFi/Annif-tuto</span><span class="invisible">rial</span></a></p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/machinelearning" class="mention hashtag" rel="tag">#<span>machinelearning</span></a> <a href="https://sigmoid.social/tags/code4lib" class="mention hashtag" rel="tag">#<span>code4lib</span></a> <a href="https://sigmoid.social/tags/opensource" class="mention hashtag" rel="tag">#<span>opensource</span></a> <a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/subjectindexing" class="mention hashtag" rel="tag">#<span>subjectindexing</span></a> <a href="https://sigmoid.social/tags/classification" class="mention hashtag" rel="tag">#<span>classification</span></a></p>
Osma Suominen<p>The automated subject indexing tool <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> version 1.2 has been released! This release adds API and CLI functionality for language detection (based on the <a href="https://sigmoid.social/tags/Simplemma" class="mention hashtag" rel="tag">#<span>Simplemma</span></a> library), automated download of NLTK data packages, full support for Python 3.12, a few bug fixes and upgraded dependencies.</p><p><a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/machinelearning" class="mention hashtag" rel="tag">#<span>machinelearning</span></a> <a href="https://sigmoid.social/tags/opensource" class="mention hashtag" rel="tag">#<span>opensource</span></a> <a href="https://sigmoid.social/tags/code4lib" class="mention hashtag" rel="tag">#<span>code4lib</span></a> <a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/subjectindexing" class="mention hashtag" rel="tag">#<span>subjectindexing</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/classification" class="mention hashtag" rel="tag">#<span>classification</span></a> </p><p><a href="https://github.com/NatLibFi/Annif/releases/tag/v1.2.0" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/NatLibFi/Annif/rele</span><span class="invisible">ases/tag/v1.2.0</span></a></p>
v_i_o_l_a<p>"An Experiment with the Use of ChatGPT for LCSH Subject Assignment on Electronic Theses and Dissertations" <a href="https://doi.org/10.1080/01639374.2024.2394516" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">doi.org/10.1080/01639374.2024.</span><span class="invisible">2394516</span></a><br><a href="https://openbiblio.social/tags/ChatGPT" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>ChatGPT</span></a> <a href="https://openbiblio.social/tags/subjectindexing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>subjectindexing</span></a></p>
Sophie Schneider<p>Hier die Folien zu meinem Vortrag “KI-gestützte Inhaltserschließung im Projekt Mensch.Maschine.Kultur” heute auf der <a href="https://fedihum.org/tags/GBV" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>GBV</span></a> Verbundkonferenz: </p><p><a href="https://zenodo.org/doi/10.5281/zenodo.13365610" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">zenodo.org/doi/10.5281/zenodo.</span><span class="invisible">13365610</span></a></p><p><a href="https://fedihum.org/tags/automaticindexing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>automaticindexing</span></a> <a href="https://fedihum.org/tags/subjectindexing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>subjectindexing</span></a> <a href="https://fedihum.org/tags/machinelearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machinelearning</span></a> <a href="https://fedihum.org/tags/LIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LIS</span></a></p>
Sophie Schneider<p>the (hi)story goes on... We just published machine-readable vocabulary files for the historical classification system "Alter Realkatalog" (ARK) <span class="h-card" translate="no"><a href="https://openbiblio.social/@stabi_berlin" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>stabi_berlin</span></a></span> as well as corresponding <a href="https://fedihum.org/tags/annif" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>annif</span></a> (automatic subject indexing) models, trained on our ARK vocabulary and metadata: </p><p><a href="https://zenodo.org/doi/10.5281/zenodo.13301019" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">zenodo.org/doi/10.5281/zenodo.</span><span class="invisible">13301019</span></a></p><p><a href="https://huggingface.co/collections/SBB/ark-annif-models-66bc8c4dea476bea05a6b491" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">huggingface.co/collections/SBB</span><span class="invisible">/ark-annif-models-66bc8c4dea476bea05a6b491</span></a></p><p><a href="https://fedihum.org/tags/automaticindexing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>automaticindexing</span></a> <a href="https://fedihum.org/tags/subjectindexing" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>subjectindexing</span></a> <a href="https://fedihum.org/tags/machinelearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>machinelearning</span></a> <a href="https://fedihum.org/tags/LIS" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>LIS</span></a> </p><p>From: <span class="h-card" translate="no"><a href="https://mastodon.social/@jrglmn" class="u-url mention" rel="nofollow noopener" target="_blank">@<span>jrglmn</span></a></span><br><a href="https://mastodon.social/@jrglmn/112830851972092378" rel="nofollow noopener" translate="no" target="_blank"><span class="invisible">https://</span><span class="ellipsis">mastodon.social/@jrglmn/112830</span><span class="invisible">851972092378</span></a></p>
Osma Suominen<p>The automated subject indexing tool <a href="https://sigmoid.social/tags/Annif" class="mention hashtag" rel="tag">#<span>Annif</span></a> has reached version 1.0 after six years of development!</p><p>The 1.0 release signals that it is ready for production use, and that from now on, even more emphasis will be placed on backwards compatible releases to ease future upgrades. Also, there is improved CLI support, preliminary support for Python 3.11, lots of bug fixes and small improvements.</p><p><a href="https://github.com/NatLibFi/Annif/releases/tag/v1.0.0" target="_blank" rel="nofollow noopener" translate="no"><span class="invisible">https://</span><span class="ellipsis">github.com/NatLibFi/Annif/rele</span><span class="invisible">ases/tag/v1.0.0</span></a></p><p><a href="https://sigmoid.social/tags/libraries" class="mention hashtag" rel="tag">#<span>libraries</span></a> <a href="https://sigmoid.social/tags/machinelearning" class="mention hashtag" rel="tag">#<span>machinelearning</span></a> <a href="https://sigmoid.social/tags/classification" class="mention hashtag" rel="tag">#<span>classification</span></a> <a href="https://sigmoid.social/tags/AI" class="mention hashtag" rel="tag">#<span>AI</span></a> <a href="https://sigmoid.social/tags/subjectindexing" class="mention hashtag" rel="tag">#<span>subjectindexing</span></a> <a href="https://sigmoid.social/tags/SKOS" class="mention hashtag" rel="tag">#<span>SKOS</span></a> <a href="https://sigmoid.social/tags/code4lib" class="mention hashtag" rel="tag">#<span>code4lib</span></a></p>
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