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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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Detalhes bibliográficos
Publicado no:Proc Conf Empir Methods Nat Lang Process
Main Authors: Lalor, John P., Wu, Hao, Yu, Hong
Formato: Artigo
Idioma:Inglês
Publicado em: 2019
Assuntos:
Acesso em linha: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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