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アイテム
Share What You Already Know: Cross-Language-Script Transfer and Alignment for Sentiment Detection in Code-Mixed Data
http://hdl.handle.net/10228/0002001154
http://hdl.handle.net/10228/00020011549a2a3b23-cecc-4f7d-89ff-2252a9d3d7f4
| 名前 / ファイル | ライセンス | アクション |
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10443067.pdf (1.2 MB)
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| アイテムタイプ | 共通アイテムタイプ(1) | |||||||||||
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| 公開日 | 2025-01-24 | |||||||||||
| タイトル | ||||||||||||
| タイトル | Share What You Already Know: Cross-Language-Script Transfer and Alignment for Sentiment Detection in Code-Mixed Data | |||||||||||
| 言語 | en | |||||||||||
| 著者 |
Pahari, Niraj
× Pahari, Niraj
× 嶋田, 和孝
WEKO
13734
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| 著作権関連情報 | ||||||||||||
| 権利情報Resource | https://creativecommons.org/licenses/by/4.0/ | |||||||||||
| 権利情報 | This work is licensed under a Creative Commons Attribution International 4.0 License. | |||||||||||
| 著作権関連情報 | ||||||||||||
| 権利情報 | Copyright (c) 2024 Copyright held by the owner/author(s). | |||||||||||
| 抄録 | ||||||||||||
| 内容記述タイプ | Abstract | |||||||||||
| 内容記述 | Code-switching entails mixing multiple languages. It is an increasingly occurring phenomenon in social media texts. Usually, code-mixed texts are written in a single script, even though the languages involved have different scripts. Pre-trained multilingual models primarily utilize the data in the native script of the language. In existing studies, the code-switched texts are utilized as they are. However, using the native script for each language can generate better representations of the text owing to the pre-trained knowledge. Therefore, a cross-language-script knowledge-sharing architecture utilizing the cross-attention and alignment of the representations of text in individual language scripts was proposed in this study. Experimental results on two different datasets containing Nepali-English and Hindi-English code-switched texts, demonstrate the effectiveness of the proposed method. The interpretation of the model using the model explainability technique illustrates the sharing of language-specific knowledge between language-specific representations. | |||||||||||
| 言語 | en | |||||||||||
| 書誌情報 |
en : ACM Transactions on Asian and Low-Resource Language Information Processing 巻 23, 号 7, p. 103, 発行日 2024-07-12 |
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| 出版者 | ACM | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | Code-mixing | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | low-resource languages | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | multi-encoder models | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | Nepali-English | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | romanized text | |||||||||||
| キーワード | ||||||||||||
| 主題Scheme | Other | |||||||||||
| 主題 | Devanagari script | |||||||||||
| 言語 | ||||||||||||
| 言語 | eng | |||||||||||
| 資源タイプ | ||||||||||||
| 資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||
| 資源タイプ | journal article | |||||||||||
| 出版タイプ | ||||||||||||
| 出版タイプ | VoR | |||||||||||
| 出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||
| DOI | ||||||||||||
| 識別子タイプ | DOI | |||||||||||
| 関連識別子 | https://doi.org/10.1145/3661307 | |||||||||||
| ISSN | ||||||||||||
| 収録物識別子タイプ | PISSN | |||||||||||
| 収録物識別子 | 2375-4699 | |||||||||||
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| 収録物識別子タイプ | EISSN | |||||||||||
| 収録物識別子 | 2375-4702 | |||||||||||
| 査読の有無 | ||||||||||||
| 値 | yes | |||||||||||
| 研究者情報 | ||||||||||||
| URL | https://hyokadb02.jimu.kyutech.ac.jp/html/196_ja.html | |||||||||||
| 論文ID（連携） | ||||||||||||
| 値 | 10443067 | |||||||||||
| 連携ID | ||||||||||||
| 値 | 12446 | |||||||||||
