{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T09:48:43Z","timestamp":1747216123250,"version":"3.40.5"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"type":"print","value":"9781643684727"},{"type":"electronic","value":"9781643684734"}],"license":[{"start":{"date-parts":[[2023,12,7]],"date-time":"2023-12-07T00:00:00Z","timestamp":1701907200000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2023,12,7]]},"abstract":"<jats:p>Criminal investigators, faced with the complexity of knowledge discovery in major cases, can benefit from integrating information retrieval and natural language processing in their workflow. We explore the application of pre-trained sentence embeddings for clustering and semantic search, presenting promising results. Evaluating over 3,700 Norwegian police reports from high-profile cases; we find that sentence embeddings enhance information retrieval speed and reveal previously unnoticed data, offering valuable insights for future applications in the field of criminal investigations.<\/jats:p>","DOI":"10.3233\/faia230973","type":"book-chapter","created":{"date-parts":[[2023,12,11]],"date-time":"2023-12-11T09:37:35Z","timestamp":1702287455000},"source":"Crossref","is-referenced-by-count":2,"title":["Advancing Knowledge Discoveries in Criminal Investigations with Semantic Textual Similarity"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0009-0008-9382-1268","authenticated-orcid":false,"given":"Mads","family":"Skipanes","sequence":"first","affiliation":[{"name":"Kripos \/ The National Criminal Investigation Service, Norway, mads.skipanes@politiet.no"},{"name":"NTNU \/ Norwegian University of Science and Technology, tollef.jorgensen@ntnu.no, katrin.franke@ntnu.no"}]},{"ORCID":"https:\/\/orcid.org\/0009-0007-7954-0016","authenticated-orcid":false,"given":"Tollef Emil","family":"J\u00f8rgensen","sequence":"additional","affiliation":[{"name":"NTNU \/ Norwegian University of Science and Technology, tollef.jorgensen@ntnu.no, katrin.franke@ntnu.no"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4899-9410","authenticated-orcid":false,"given":"Katrin","family":"Franke","sequence":"additional","affiliation":[{"name":"NTNU \/ Norwegian University of Science and Technology, tollef.jorgensen@ntnu.no, katrin.franke@ntnu.no"}]}],"member":"7437","container-title":["Frontiers in Artificial Intelligence and Applications","Legal Knowledge and Information Systems"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/FAIA230973","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,12,11]],"date-time":"2023-12-11T09:37:35Z","timestamp":1702287455000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/FAIA230973"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,12,7]]},"ISBN":["9781643684727","9781643684734"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/faia230973","relation":{},"ISSN":["0922-6389","1879-8314"],"issn-type":[{"type":"print","value":"0922-6389"},{"type":"electronic","value":"1879-8314"}],"subject":[],"published":{"date-parts":[[2023,12,7]]}}}