Semi-supervised morphosyntactic classification of Old Icelandic.
- Author(s): Urban, Kryztof
- Tangherlini, Timothy R
- Vijūnas, Aurelijus
- Broadwell, Peter M
- et al.
Published Web Locationhttps://doi.org/10.1371/journal.pone.0102366
We present IceMorph, a semi-supervised morphosyntactic analyzer of Old Icelandic. In addition to machine-read corpora and dictionaries, it applies a small set of declension prototypes to map corpus words to dictionary entries. A web-based GUI allows expert users to modify and augment data through an online process. A machine learning module incorporates prototype data, edit-distance metrics, and expert feedback to continuously update part-of-speech and morphosyntactic classification. An advantage of the analyzer is its ability to achieve competitive classification accuracy with minimum training data.