Lemma UD model for Slovak (lemma_snk)

Description

Pretrained Lemmatizer model (lemma_snk) trained on Universal Dependencies 2.9 (UD_Slovak-SNK) in Slovak language.

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How to use


document = DocumentAssembler()\ 
.setInputCol("text")\ 
.setOutputCol("document")

sentence = SentenceDetectorDLModel.pretrained("sentence_detector_dl", "xx")\ 
.setInputCols(["document"])\ 
.setOutputCol("sentence")

tokenizer = Tokenizer()\ 
.setInputCols(["sentence"])\ 
.setOutputCol("token") 

lemma = LemmatizerModel.pretrained("lemma_snk", "sk")\ 
.setInputCols(["token"])\
.setOutputCol("lemma")

pipeline = Pipeline(stages=[document, sentence, tokenizer, lemma])

data = spark.createDataFrame([["I love Spark NLP"]]).toDF("text")

result = pipeline.fit(data).transform(data)

Model Information

Model Name: lemma_snk
Compatibility: Spark NLP 3.4.3+
License: Open Source
Edition: Official
Input Labels: [form]
Output Labels: [lemma]
Language: sk
Size: 292.8 KB

References

Model is trained on Universal Dependencies (treebank 2.9) UD_Slovak-SNK https://github.com/UniversalDependencies/UD_Slovak-SNK