Структурное зондирование

method ID: structuralprobing

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Introducing Orthogonal Constraint in Structural Probes

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Publication: TIPSTER (2021)

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AbstractWith the recent success of pre-trained models in NLP, a significant focus was put on interpreting their representations. One of the most prominent approaches is structural probing (Hewitt and Manning, …...

8843

Causal Analysis of Syntactic Agreement Neurons in Multilingual Language Models

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AbstractStructural probing work has found evidence for latent syntactic information in pre-trained language models. However, much of this analysis has focused on monolingual models, and analyses of multilingual models have …...

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Syntax-guided Contrastive Learning for Pre-trained Language Model

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AbstractSyntactic information has been proved to be useful for transformer-based pre-trained language models. Previous studies often rely on additional syntax-guided attention components to enhance the transformer, which require more parameters …...

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