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Fine-grained Named Entity Annotations for German Biographic Interviews

  • We present a fine-grained NER annotations scheme with 30 labels and apply it to German data. Building on the OntoNotes 5.0 NER inventory, our scheme is adapted for a corpus of transcripts of biographic interviews by adding categories for AGE and LAN(guage) and also adding label classes for various numeric and temporal expressions. Applying the scheme to the spoken data as well as a collection of teaser tweets from newspaper sites, we can confirm its generality for both domains, also achieving good inter-annotator agreement. We also show empirically how our inventory relates to the well-established 4-category NER inventory by re-annotating a subset of the GermEval 2014 NER coarse-grained dataset with our fine label inventory. Finally, we use a BERT-based system to establish some baselines for NER tagging on our two new datasets. Global results in in-domain testing are quite high on the two datasets, near what was achieved for the coarse inventory on the CoNLLL2003 data. Cross-domain testing produces much lower results due to the severe domain differences.

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Metadaten
Author:Josef RuppenhoferGND, Ines RehbeinGND, Carolina FlinzGND
URN:urn:nbn:de:bsz:mh39-98652
URL:http://www.lrec-conf.org/proceedings/lrec2020/index.html#4605
ISBN:979-10-95546-34-4
Parent Title (English):Proceedings of the 12th International Conference on Language Resources and Evaluation (LREC), May 11-16, 2020, Palais du Pharo, Marseille, France
Publisher:European Language Resources Association
Place of publication:Paris
Editor:Nicoletta Calzolari, Frédéric Béchet, Philippe Blache, Khalid Choukri, Christopher Cieri, Thierry Declerck, Sara Goggi, Hitoshi Isahara, Bente Maegaard, Joseph Mariani, Hélène Mazo, Asuncion Moreno, Jan Odijk, Stelios Piperidis
Document Type:Conference Proceeding
Language:English
Year of first Publication:2020
Date of Publication (online):2020/06/01
Publicationstate:Zweitveröffentlichung
Reviewstate:Peer-Review
Tag:German; Named Entity Recognition; oral history corpora; spoken language
GND Keyword:Annotation; Automatische Spracherkennung; Gesprochene Sprache; Korpus <Linguistik>; Name; Oral history
First Page:4605
Last Page:4614
DDC classes:400 Sprache / 400 Sprache, Linguistik
Open Access?:ja
Leibniz-Classification:Sprache, Linguistik
Linguistics-Classification:Computerlinguistik
Linguistics-Classification:Korpuslinguistik
Licence (English):License LogoCreative Commons - Attribution-NonCommercial 4.0 International