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Constrained Density Matching and Modeling for Cross-lingual Alignment of Contextualized Representations ...
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Towards Explainable Evaluation Metrics for Natural Language Generation ...
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Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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Global Explainability of BERT-Based Evaluation Metrics by Disentangling along Linguistic Factors ...
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The Trans-Ancestral Genomic Architecture of Glycemic Traits
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In: Nat Genet (2021)
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On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation ...
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Regularized Attentive Capsule Network for Overlapped Relation Extraction ...
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Abstract:
Distantly supervised relation extraction has been widely applied in knowledge base construction due to its less requirement of human efforts. However, the automatically established training datasets in distant supervision contain low-quality instances with noisy words and overlapped relations, introducing great challenges to the accurate extraction of relations. To address this problem, we propose a novel Regularized Attentive Capsule Network (RA-CapNet) to better identify highly overlapped relations in each informal sentence. To discover multiple relation features in an instance, we embed multi-head attention into the capsule network as the low-level capsules, where the subtraction of two entities acts as a new form of relation query to select salient features regardless of their positions. To further discriminate overlapped relation features, we devise disagreement regularization to explicitly encourage the diversity among both multiple attention heads and low-level capsules. Extensive experiments ...
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Keyword:
Computer and Information Science; Natural Language Processing; Neural Network
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URL: https://dx.doi.org/10.48448/r067-q328 https://underline.io/lecture/6133-regularized-attentive-capsule-network-for-overlapped-relation-extraction
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On the limitations of cross-lingual encoders as exposed by reference-free machine translation evaluation
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On aligning OpenIE extractions with Knowledge Bases: A case study
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tRNA-mediated codon-biased translation in mycobacterial hypoxic persistence
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In: Nature (2016)
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The Violation of the Cooperative Principles in Conan
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In: Studies in Literature and Language; Vol 11, No 3 (2015): Studies in Literature and Language; 22-25 ; 1923-1563 ; 1923-1555 (2015)
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Byronic Hero and the Comparison With Other Heroes
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In: Studies in Literature and Language; Vol 10, No 6 (2015): Studies in Literature and Language; 29-32 ; 1923-1563 ; 1923-1555 (2015)
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An Analysis on how to Overcome the Cultural Barriers in Humor Translation - Application of the Dynamic Equivalence Principle to the Translation of Huang Xi's Jokes
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Zhao, Wei. - : The University of Queensland, School of Languages and Cultures, 2013
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