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The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021 (2)
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Hits 1 – 2 of 2
1
Cross-Domain Review Generation for Aspect-Based Sentiment Analysis ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Gong, Chenggong
;
Xia, Rui
;
Yu, Jianfei
. - : Underline Science Inc., 2021
Abstract:
Read paper: https://www.aclanthology.org/2021.findings-acl.421 Abstract: Supervised learning methods have proven to be effective for Aspect-Based Sentiment Analysis (ABSA). However, the lack of fine-grained labeled data hinders their effectiveness in many domains. To address this issue, unsupervised domain adaptation methods are desired to transfer knowledge from a labeled source domain to any unlabeled target domain. In this paper, we propose a new domain adaptation paradigm called cross-domain review generation (CDRG), which aims to generate target-domain reviews with fine-grained annotation based on the source-domain labeled reviews. To achieve this goal, we propose a two-step approach as a concrete realization of CDRG. It first converts a source-domain review to a domain-independent review by masking its source-specific attributes, and then converts the domain-independent review to a target-domain review with a masked language model pre-trained in the target domain. We further propose two ways to ...
Keyword:
Computational Linguistics
;
Condensed Matter Physics
;
Deep Learning
;
Electromagnetism
;
FOS Physical sciences
;
Neural Network
;
Semantics
URL:
https://underline.io/lecture/26512-cross-domain-review-generation-for-aspect-based-sentiment-analysis
https://dx.doi.org/10.48448/na2g-dx08
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2
Aspect-Category-Opinion-Sentiment Quadruple Extraction with Implicit Aspects and Opinions ...
The Joint Conference of the 59th Annual Meeting of the Association for Computational Linguistics and the 11th International Joint Conference on Natural Language Processing 2021
;
Cai, Hongjie
;
Xia, Rui
. - : Underline Science Inc., 2021
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