Faculty of Administration, Ljubljana (VUSLJ)
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Analiza sovražnega govora in sentimenta v parlamentarnem govoru v Sloveniji s pomočjo orodij za procesiranje naravnega jezika : diplomsko deloCirar, NejaDiplomsko delo se ukvarja z analizo sovražnega govora in sentimenta v parlamentarnem govoru Državnega zbora RS. Sovražni govor postaja vedno bolj pereč družbeni problem, zato je namen diplomskega ... dela ugotoviti, v kolikšni meri se pojavlja med poslanci na parlamentarnih sejah ter kakšen sentiment je prisoten (pozitiven oz. negativen). Napisali smo programsko opremo v programskem jeziku python, pri čemer smo s pomočjo ogrodja HuggingFace izdelali več modelov strojnega učenja tipa BERT za prepoznavanje sovražnega govora in zaznavanje sentimenta v parlamentarnem govoru. Uporabili smo CroSloEngual BERT-model, ki je bil vnaprej naučen v slovenskem, hrvaškem in angleškem jeziku. Ugotovili smo, da je uporaba sovražnega govora v letih 2016–2020 v prvih štirih letih padala, nato pa je leta 2020 pričela strmo rasti. Pozitiven sentiment je bil v letih 2016 do 2018 pogosteje izražen kot negativen, v prihodnjih dveh letih, vse do junija 2020, pa je prevladoval negativen sentiment. Rezultati diplomskega dela dajejo vpogled v to, v kolikšni meri se med poslanci Državnega zbora RS pojavlja sovražni govor ter kakšen sentiment je prisoten v njihovem govoru, česar do sedaj ni ugotavljala še nobena študija. Diplomsko delo lahko služi kot izhodišče za nadaljnje študije na področju procesiranja parlamentarnega jezika ter pri analizi različnih aspektov parlamentarnega govora v Sloveniji.Type of material - undergraduate thesis ; adult, seriousPublication and manufacture - Ljubljana : [N. Cirar], 2022Language - slovenianCOBISS.SI-ID - 129038595
Author
Cirar, Neja
Other authors
Robnik Šikonja, Marko
Topics
sentiment |
sovražni govor |
parlament |
parlamentarni govor |
procesiranje naravnega jezika |
sentiment |
hate speech |
parliament |
parliamentary debates |
natural language processing
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Cirar, Neja | ![]() |
Robnik Šikonja, Marko | 15295 |
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