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Learning Latent Parameters without Human Response Patterns: Item Response Theory with Artificial Crowds

Incorporating Item Response Theory (IRT) into NLP tasks can provide valuable information about model performance and behavior. Traditionally, IRT models are learned using human response pattern (RP) data, presenting a significant bottleneck for large data sets like those required for training deep n...

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Dades bibliogràfiques
Publicat a:Proc Conf Empir Methods Nat Lang Process
Autors principals: Lalor, John P., Wu, Hao, Yu, Hong
Format: Artigo
Idioma:Inglês
Publicat: 2019
Matèries:
Accés en línia:https://ncbi.nlm.nih.gov/pmc/articles/PMC6892593/
https://ncbi.nlm.nih.gov/pubmed/31803865
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.18653/v1/D19-1434
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