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National Repository of Grey Literature

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Answer Correctness Estimation on a Question Ligocký, Marián ; Kesiraju, Santosh (referee) ; Szőke, Igor (advisor) Odhad správnosti odpovede na otázku je kritický pre aplikácie na výučbu jazyka, kde sa očakáva odpoveď v podobe vety. Možný prístup je spočítať sémantickú podobnosť vstupnej vety a vopred definovných správnych odpovedí. Skóre podobnosti študentovej a správnej odpovede môže byť vypočítané pomocou hlbokých jazykových modelov, založených na architektúre transformerov. Pre získanie podobnosti viet (STS) sme preskúmali rôzne modely. Najlepší model stsb-TinyBERT-L-4 (cross-encoder) vylepšuje pôvodný model o 27.8% (stredná kvadratická chyba) na reálnych odpovediach študentov, oskórovaných učiteľom a kalibrovaných lineárnou regresiou. Označenia NLI môžu zlepšiť výsledky, ale je nutný ďalší výskum. Detailed record

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