Jun 26, 2023 · We propose a document-level RE model with a reasoning module that contains a core unit, the reasoning multi-head self-attention unit.

Document-level relation extraction (RE) aims to extract re- lational triples from a document. One of its primary chal- lenges is to predict implicit relations ...

Feb 7, 2023 · Document-level relation extraction (RE) aims to extract relational triples from a document. One of its primary challenges is to predict ...

A document-level RE model with a reasoning module that contains a core unit, the reasoning multi-head self-attention unit, which can cover more relational ...

Document-level relation extraction (RE) aims to extract relational triples from a document. One of its primary challenges is to predict implicit relations ...

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Jun 25, 2024 · This article introduces progressive self-distillation (PSD), a new training regime that employs online, self-knowledge distillation (KD) to produce and ...

Exploring self-distillation based relational reasoning training for document-level relation extraction. L Zhang, J Su, Z Min, Z Miao, Q Hu, B Fu, X Shi, Y Chen.

Mar 29, 2024 · In this article, we introduce a self-distillation framework for document-level relational extraction. We partition the document-level relation extraction model ...

Mar 21, 2022 · In this paper, we propose a semi-supervised framework for DocRE with three novel components. Firstly, we use an axial attention module for learning the ...