Collaborative System for Question Answering in German Case Law Documents
C. Hoppe, N. Migenda, D. Pelkmann, D.A. Hötte, W. Schenck, in: L.M. Camarinha-Matos, A. Ortiz, X. Boucher, A.L. Osório (Eds.), Collaborative Networks in Digitalization and Society 5.0, Springer International Publishing, Cham, 2022, pp. 303–312.
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Konferenzbeitrag
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Autor*in
Herausgeber*in
Camarinha-Matos, Luis M.;
Ortiz, Angel;
Boucher, Xavier;
Osório, A. Luís
Abstract
Legal systems form the foundation of democratic states. Nevertheless, it is nearly impossible for individuals to extract specific information from comprehensive legal documents. We present a human-centered and AI-supported system for semantic question answering (QA) in the German legal domain. Our system is built on top of human collaboration and natural language processing (NLP)-based legal information retrieval. Laypersons and legal professionals re ceive information supporting their research and decision-making by collaborating with the system and its underlying AI methods to enable a smarter society. The internal AI is based on state-of-the-art methods evaluating complex search terms, considering words and phrases specific to German law. Subsequently, relevant documents or answers are ranked and graphically presented to the human. In ad dition to the novel system, we publish the first annotated data set for QA in the German legal domain. The experimental results indicate that our semantic QA workflow outperforms existing approaches.KeywordsQuestion answeringInformation retrievalHuman-AI interface designAI-supported decision makingLegal research
Erscheinungsjahr
Titel des Konferenzbandes
Collaborative Networks in Digitalization and Society 5.0
Seite
303-312
Konferenz
23rd IFIP WG 5.5 Working Conference on Virtual Enterprises, PRO-VE 2022
Konferenzort
Lisbon, Portugal
Konferenzdatum
2022-09-19 – 2022-09-21
ISBN
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Hoppe, Christoph ; Migenda, Nico ; Pelkmann, David ; Hötte, Daniel Antonius ; Schenck, Wolfram: Collaborative System for Question Answering in German Case Law Documents. In: Camarinha-Matos, L. M. ; Ortiz, A. ; Boucher, X. ; Osório, A. L. (Hrsg.): Collaborative Networks in Digitalization and Society 5.0, IFIP Advances in Information and Communication Technology. Cham : Springer International Publishing, 2022, S. 303–312
Hoppe C, Migenda N, Pelkmann D, Hötte DA, Schenck W. Collaborative System for Question Answering in German Case Law Documents. In: Camarinha-Matos LM, Ortiz A, Boucher X, Osório AL, eds. Collaborative Networks in Digitalization and Society 5.0. IFIP Advances in Information and Communication Technology. Cham: Springer International Publishing; 2022:303-312. doi:10.1007/978-3-031-14844-6_24
Hoppe, C., Migenda, N., Pelkmann, D., Hötte, D. A., & Schenck, W. (2022). Collaborative System for Question Answering in German Case Law Documents. In L. M. Camarinha-Matos, A. Ortiz, X. Boucher, & A. L. Osório (Eds.), Collaborative Networks in Digitalization and Society 5.0 (pp. 303–312). Cham: Springer International Publishing. https://doi.org/10.1007/978-3-031-14844-6_24
@inproceedings{Hoppe_Migenda_Pelkmann_Hötte_Schenck_2022, place={Cham}, series={IFIP Advances in Information and Communication Technology}, title={Collaborative System for Question Answering in German Case Law Documents}, DOI={10.1007/978-3-031-14844-6_24}, booktitle={Collaborative Networks in Digitalization and Society 5.0}, publisher={Springer International Publishing}, author={Hoppe, Christoph and Migenda, Nico and Pelkmann, David and Hötte, Daniel Antonius and Schenck, Wolfram}, editor={Camarinha-Matos, Luis M. and Ortiz, Angel and Boucher, Xavier and Osório, A. LuísEditors}, year={2022}, pages={303–312}, collection={IFIP Advances in Information and Communication Technology} }
Hoppe, Christoph, Nico Migenda, David Pelkmann, Daniel Antonius Hötte, and Wolfram Schenck. “Collaborative System for Question Answering in German Case Law Documents.” In Collaborative Networks in Digitalization and Society 5.0, edited by Luis M. Camarinha-Matos, Angel Ortiz, Xavier Boucher, and A. Luís Osório, 303–12. IFIP Advances in Information and Communication Technology. Cham: Springer International Publishing, 2022. https://doi.org/10.1007/978-3-031-14844-6_24.
C. Hoppe, N. Migenda, D. Pelkmann, D. A. Hötte, and W. Schenck, “Collaborative System for Question Answering in German Case Law Documents,” in Collaborative Networks in Digitalization and Society 5.0, Lisbon, Portugal, 2022, pp. 303–312.
Hoppe, Christoph, et al. “Collaborative System for Question Answering in German Case Law Documents.” Collaborative Networks in Digitalization and Society 5.0, edited by Luis M. Camarinha-Matos et al., Springer International Publishing, 2022, pp. 303–12, doi:10.1007/978-3-031-14844-6_24.
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