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Research on Dual Channel News Headline Classification Based on ERNIE Pre-training Model ...
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PHMOSpell: Phonological and Morphological Knowledge Guided Chinese Spelling Check ...
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Abstract:
Read paper: https://www.aclanthology.org/2021.acl-long.464 Abstract: Chinese Spelling Check (CSC) is a challenging task due to the complex characteristics of Chinese characters. Statistics reveal that most Chinese spelling errors belong to phonological or visual errors. However, previous methods rarely utilize phonological and morphological knowledge of Chinese characters or heavily rely on external resources to model their similarities. To address the above issues, we propose a novel end-to-end trainable model called PHMOSpell, which promotes the performance of CSC with multi-modal information. Specifically, we derive pinyin and glyph representations for Chinese characters from audio and visual modalities respectively, which are integrated into a pre-trained language model by a well-designed adaptive gating mechanism. To verify its effectiveness, we conduct comprehensive experiments and ablation tests. Experimental results on three shared benchmarks demonstrate that our model consistently outperforms ...
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URL: https://underline.io/lecture/25905-phmospell-phonological-and-morphological-knowledge-guided-chinese-spelling-check https://dx.doi.org/10.48448/mf3b-0365
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The label of Chinese Culture Is Harmonious Culture
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In: Cross-Cultural Communication; Vol 15, No 2 (2019): Cross-Cultural Communication; 25-28 ; 1923-6700 ; 1712-8358 (2019)
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The Study of Cultural Soft Power under the Construction of New Rural Areas
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In: Cross-Cultural Communication; Vol 8, No 1 (2012): Cross-Cultural Communication; 52-55 ; 1923-6700 ; 1712-8358 (2012)
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