A new probing method shows BERT constructs micro-syntactic dependencies in lower layers and integrates them into macro-syntactic structures in higher layers.
In Proceedings of the 2019 ACL Workshop BlackboxNLP: Analyzing and Interpreting Neural Networks for NLP, pages 63–76, Florence, Italy
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Derivational Probing: Unveiling the Layer-wise Derivation of Syntactic Structures in Neural Language Models
A new probing method shows BERT constructs micro-syntactic dependencies in lower layers and integrates them into macro-syntactic structures in higher layers.