Knowledge Commons of Institute of Automation,CAS
Bidirectional Sentence Ordering with Interactive Decoding | |
Guirong Bai1,2; Shizhu HE1,2; Kang Liu1,2; Jun Zhao1,2 | |
发表期刊 | ACM Transactions on Asian and Low-Resource Language Information Processing |
2023-05-30 | |
卷号 | 22期号:2页码:1-15 |
摘要 | Sentence ordering aims at restoring orders of shuffled sentences in a paragraph. Previous methods usually predict orders in a single direction, i.e., from head to tail. However, unidirectional prediction inevitably causes error accumulation, which restricts performance. In this article, we propose a bidirectional ordering method, which predicts orders in both head-to-tail and tail-to-head directions at the same time. In our bidirectional ordering method, two directions can interact with each other and help alleviate the error accumulation problem of ordering. Experiments demonstrate that our method can effectively improve performance of previous models. |
语种 | 英语 |
七大方向——子方向分类 | 自然语言处理 |
国重实验室规划方向分类 | 语音语言处理 |
是否有论文关联数据集需要存交 | 否 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/57452 |
专题 | 复杂系统认知与决策实验室 |
作者单位 | 1.Institute of Automation, Chinese Academy of Sciences 2.School of Artificial Intelligence, University of Chinese Academy of Sciences |
第一作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Guirong Bai,Shizhu HE,Kang Liu,et al. Bidirectional Sentence Ordering with Interactive Decoding[J]. ACM Transactions on Asian and Low-Resource Language Information Processing,2023,22(2):1-15. |
APA | Guirong Bai,Shizhu HE,Kang Liu,&Jun Zhao.(2023).Bidirectional Sentence Ordering with Interactive Decoding.ACM Transactions on Asian and Low-Resource Language Information Processing,22(2),1-15. |
MLA | Guirong Bai,et al."Bidirectional Sentence Ordering with Interactive Decoding".ACM Transactions on Asian and Low-Resource Language Information Processing 22.2(2023):1-15. |
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3561510.pdf(1080KB) | 期刊论文 | 作者接受稿 | 开放获取 | CC BY-NC-SA | 浏览 下载 |
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