Sloleks is a reference morphological lexicon of Slovene that was developed to be used in various NLP applications and language manuals. It contains Slovene lemmas, their inflected or derivative word forms and the corresponding grammatical description. In addition to the approx. 100,000 entries already available in Sloleks 2.0 (http://hdl.handle.net/11356/1230) and cca. 265,000 newly generated entries from the most frequent lemmas in Gigafida 2.0 (http://hdl.handle.net/11356/1320) included in Sloleks 3.0 (for verbs, adjectives, adverbs, and common nouns, the lemmas were checked manually by three annotators and included in Sloleks only if confirmed as legitimate by at least one annotator. No manual checking was performed on proper nouns), version 3.1 contains an additional file with 7,001 lexemes extracted from various corpora of spoken Slovene (e.g. GOS 1.1 http://hdl.handle.net/11356/1438; GOS-VL 4.2 http://hdl.handle.net/11356/1444; Artur 1.0 http://hdl.handle.net/11356/1772) and transcriptions (not publicly available) of Slovene university lectures used for the Online Notes project (https://www.cjvt.si/online-notes/).

Lemmatization rules, part-of-speech categorization and the set of feature-value pairs follow the JOS morphosyntactic specifications. In addition to grammatical information, each word form is also given the information on its absolute corpus frequency and its compliance with the reference language standard. In addition, most entries contain information on their morphological patterns (see http://hdl.handle.net/11356/1411 for more on morphological patterns).

Similarly to version 3.0, version 3.1 includes accentuated word forms automatically generated through neural networks (Krsnik 2017) for some lexemes. For the 100,000 entries from Sloleks 2.0, the accentuated forms were manually corrected, whereas the accentuated forms for the other 265,000 entries are fully automatic, with the exception of 7,001 lexemes from spoken corpora (with manually corrected orthography and accentuation forms). IPA and SAMPA phonetic transcriptions were generated automatically using an improved G2P system for Slovene developed within the RSDO project (see https://github.com/clarinsi/slovene_g2p).

Version 3.1 is encoded in the same custom XML format used for 3.0 and developed for the morphological lexicon by the Centre for Language Resources and Technologies of the University of Ljubljana (see the included .xsd files and below for details).

References: Krsnik, Luka. Napovedovanje naglasa slovenskih besed z metodami strojnega učenja: magistrsko delo: magistrski program druge stopnje Računalništvo in informatika. Ljubljana: [L. Krsnik], 2017. http://eprints.fri.uni-lj.si/3978/