Sentence-level Revision with Neural Reinforcement Learning

Zhendong Du; Kenji Hashimoto

Sentence-level Revision with Neural Reinforcement Learning

研究成果: Conference contribution

抄録

The objective of Sentence-level Revision (SentRev) is to enhance the fluency of English writing; however, the performance of the three baseline methods is notably suboptimal. In this study, we propose a method utilizing neural reinforcement learning, tailored to the specific characteristics of this task, which has resulted in superior performance over the baseline methods, surpassing them in multiple evaluation metrics. Moreover, we have identified conspicuous bottlenecks in SentRev's efficacy in improving the fluency of English writing.

本文言語	English
ホスト出版物のタイトル	ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing
編集者	Jheng-Long Wu, Ming-Hsiang Su, Hen-Hsen Huang, Yu Tsao, Hou-Chiang Tseng, Chia-Hui Chang, Lung-Hao Lee, Yuan-Fu Liao, Wei-Yun Ma
出版社	The Association for Computational Linguistics and Chinese Language Processing (ACLCLP)
ページ	202-209
ページ数	8
ISBN（電子版）	9789869576963
出版ステータス	Published - 2023
イベント	35th Conference on Computational Linguistics and Speech Processing, ROCLING 2023 - Taipei City, Taiwan, Province of China 継続期間: 2023 10月 20 → 2023 10月 21

出版物シリーズ

名前	ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing

Conference

Conference	35th Conference on Computational Linguistics and Speech Processing, ROCLING 2023
国/地域	Taiwan, Province of China
City	Taipei City
Period	23/10/20 → 23/10/21

ASJC Scopus subject areas

言語および言語学
言語聴覚療法

他のファイルとリンク

引用スタイル

Du, Z., & Hashimoto, K. (2023). Sentence-level Revision with Neural Reinforcement Learning. In J.-L. Wu, M.-H. Su, H.-H. Huang, Y. Tsao, H.-C. Tseng, C.-H. Chang, L.-H. Lee, Y.-F. Liao, & W.-Y. Ma (Eds.), ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing (pp. 202-209). (ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing). The Association for Computational Linguistics and Chinese Language Processing (ACLCLP).

Sentence-level Revision with Neural Reinforcement Learning. / Du, Zhendong ; Hashimoto, Kenji.
ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing. ed. / Jheng-Long Wu; Ming-Hsiang Su; Hen-Hsen Huang; Yu Tsao; Hou-Chiang Tseng; Chia-Hui Chang; Lung-Hao Lee; Yuan-Fu Liao; Wei-Yun Ma. The Association for Computational Linguistics and Chinese Language Processing (ACLCLP), 2023. p. 202-209 (ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing).

研究成果: Conference contribution

Du, Z & Hashimoto, K 2023, Sentence-level Revision with Neural Reinforcement Learning. in J-L Wu, M-H Su, H-H Huang, Y Tsao, H-C Tseng, C-H Chang, L-H Lee, Y-F Liao & W-Y Ma (eds), ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing. ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing, The Association for Computational Linguistics and Chinese Language Processing (ACLCLP), pp. 202-209, 35th Conference on Computational Linguistics and Speech Processing, ROCLING 2023, Taipei City, Taiwan, Province of China, 23/10/20.

Du Z , Hashimoto K. Sentence-level Revision with Neural Reinforcement Learning. In Wu JL, Su MH, Huang HH, Tsao Y, Tseng HC, Chang CH, Lee LH, Liao YF, Ma WY, editors, ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing. The Association for Computational Linguistics and Chinese Language Processing (ACLCLP). 2023. p. 202-209. (ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing).

Du, Zhendong ; Hashimoto, Kenji. / Sentence-level Revision with Neural Reinforcement Learning. ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing. editor / Jheng-Long Wu ; Ming-Hsiang Su ; Hen-Hsen Huang ; Yu Tsao ; Hou-Chiang Tseng ; Chia-Hui Chang ; Lung-Hao Lee ; Yuan-Fu Liao ; Wei-Yun Ma. The Association for Computational Linguistics and Chinese Language Processing (ACLCLP), 2023. pp. 202-209 (ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing).

@inproceedings{12120bd158834d06b291d63c9b99789f,

title = "Sentence-level Revision with Neural Reinforcement Learning",

abstract = "The objective of Sentence-level Revision (SentRev) is to enhance the fluency of English writing; however, the performance of the three baseline methods is notably suboptimal. In this study, we propose a method utilizing neural reinforcement learning, tailored to the specific characteristics of this task, which has resulted in superior performance over the baseline methods, surpassing them in multiple evaluation metrics. Moreover, we have identified conspicuous bottlenecks in SentRev's efficacy in improving the fluency of English writing.",

keywords = "English Writing Assistant, NRL, SentRev",

author = "Zhendong Du and Kenji Hashimoto",

note = "Publisher Copyright: {\textcopyright} 2023 ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing. All rights reserved.; 35th Conference on Computational Linguistics and Speech Processing, ROCLING 2023 ; Conference date: 20-10-2023 Through 21-10-2023",

year = "2023",

language = "English",

series = "ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing",

publisher = "The Association for Computational Linguistics and Chinese Language Processing (ACLCLP)",

pages = "202--209",

editor = "Jheng-Long Wu and Ming-Hsiang Su and Hen-Hsen Huang and Yu Tsao and Hou-Chiang Tseng and Chia-Hui Chang and Lung-Hao Lee and Yuan-Fu Liao and Wei-Yun Ma",

booktitle = "ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing",

}

TY - GEN

T1 - Sentence-level Revision with Neural Reinforcement Learning

AU - Du, Zhendong

AU - Hashimoto, Kenji

PY - 2023

Y1 - 2023

N2 - The objective of Sentence-level Revision (SentRev) is to enhance the fluency of English writing; however, the performance of the three baseline methods is notably suboptimal. In this study, we propose a method utilizing neural reinforcement learning, tailored to the specific characteristics of this task, which has resulted in superior performance over the baseline methods, surpassing them in multiple evaluation metrics. Moreover, we have identified conspicuous bottlenecks in SentRev's efficacy in improving the fluency of English writing.

AB - The objective of Sentence-level Revision (SentRev) is to enhance the fluency of English writing; however, the performance of the three baseline methods is notably suboptimal. In this study, we propose a method utilizing neural reinforcement learning, tailored to the specific characteristics of this task, which has resulted in superior performance over the baseline methods, surpassing them in multiple evaluation metrics. Moreover, we have identified conspicuous bottlenecks in SentRev's efficacy in improving the fluency of English writing.

KW - English Writing Assistant

KW - NRL

KW - SentRev

UR - http://www.scopus.com/inward/record.url?scp=85181546156&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=85181546156&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:85181546156

T3 - ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing

SP - 202

EP - 209

BT - ROCLING 2023 - Proceedings of the 35th Conference on Computational Linguistics and Speech Processing

A2 - Wu, Jheng-Long

A2 - Su, Ming-Hsiang

A2 - Huang, Hen-Hsen

A2 - Tsao, Yu

A2 - Tseng, Hou-Chiang

A2 - Chang, Chia-Hui

A2 - Lee, Lung-Hao

A2 - Liao, Yuan-Fu

A2 - Ma, Wei-Yun

PB - The Association for Computational Linguistics and Chinese Language Processing (ACLCLP)

T2 - 35th Conference on Computational Linguistics and Speech Processing, ROCLING 2023

Y2 - 20 October 2023 through 21 October 2023

ER -

Sentence-level Revision with Neural Reinforcement Learning

抄録

出版物シリーズ

Conference

ASJC Scopus subject areas

他のファイルとリンク

フィンガープリント

引用スタイル