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We present CLASSLA-Stanza, a pipeline for automatic linguistic annotation ofthe South Slavic languages, which is based on the Stanza natural languageprocessing pipeline. We describe the main improvements in CLASSLA-Stanza withrespect to Stanza, and give a detailed description of the model trainingprocess for the latest 2.1 release of the pipeline. We also report performancescores produced by the pipeline for different languages and varieties.CLASSLA-Stanza exhibits consistently high performance across all the supportedlanguages and outperforms or expands its parent pipeline Stanza at all thesupported tasks. We also present the pipeline's new functionality enablingefficient processing of web data and the reasons that led to itsimplementation.

CLASSLA-Stanza: The Next Step for Linguistic Processing of South Slavic Languages