基于协同学习的跨语言隐式篇章关系识别

陆垚杰; 许牧; 邬昌兴; 熊德意; 王鸿吉; 苏劲松

doi:10.1631/FITEE.1601865

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基于协同学习的跨语言隐式篇章关系识别

常规文章 | Updated：2022-05-19

- 基于协同学习的跨语言隐式篇章关系识别
- Cross-lingual implicit discourse relation recognition with co-training
- 信息与电子工程前沿（英文） 2018年19卷第5期页码：651-661
- Affiliations：
  
  School of Software, Xiamen University, Xiamen 361005, China
  State Key Laboratory for Novel Software Technology, Nanjing University, Nanjing 210023, China
  Institute of Software, Chinese Academy of Sciences, Beijing 100190, China
  Provincial Key Laboratory for Computer Information Processing Technology, Soochow University, Suzhou 215006, China
- Author bio：
  
  Jin-song SU, E-mail: jssu@xmu.edu.cn
- Funds：
  
  Project supported by the National Natural Science Foundation of China (No. 61672440), the Natural Science Foundation of Fujian Province, China (No. 2016J05161), the Research Fund of the State Key Laboratory for Novel Software Technology in Nanjing University, China (No. KFKT2015B11), the Scientific Research Project of the National Language Committee of China (No. YB135-49), and the Fundamental Research Funds for the Central Universities, China (No. ZK1024)
- DOI：10.1631/FITEE.1601865
  中图分类号： TP391.1
- 收稿：2016-12-24，
  
  修回：2018-;5-;8，
  
  纸质出版：2018-05
- Accepted：
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陆垚杰, 许牧, 邬昌兴, 等. 基于协同学习的跨语言隐式篇章关系识别[J]. 信息与电子工程前沿（英文）, 2018,19(5):651-661.

Yao-jie LU, Mu XU, Chang-xing WU, et al. Cross-lingual implicit discourse relation recognition with co-training[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(5): 651-661.
陆垚杰, 许牧, 邬昌兴, 等. 基于协同学习的跨语言隐式篇章关系识别[J]. 信息与电子工程前沿（英文）, 2018,19(5):651-661. DOI： 10.1631/FITEE.1601865.

Yao-jie LU, Mu XU, Chang-xing WU, et al. Cross-lingual implicit discourse relation recognition with co-training[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(5): 651-661. DOI： 10.1631/FITEE.1601865.

摘要

标注语料库的缺乏阻碍了中文隐式篇章关系识别研究的进展，而在其他语言（如英语）中存在一些可用的篇章关系语料库。提出一个跨语言的隐式篇章关系识别框架，该框架可利用英语语料库完成中文隐式篇章关系识别任务。使用机器翻译从带标签的英语篇章关系语料库生成中文实例。基于该方法，每个实例都有两个独立视角：中文和英文。然后，利用联合训练方式，分别基于中文和英文视角学习两个分类器，同时利用无标签中文数据帮助完成中文隐式篇章关系识别。实验结果证明该方法有效。

Abstract

A lack of labeled corpora obstructs the research progress on implicit discourse relation recognition (DRR) for Chinese

while there are some available discourse corpora in other languages

such as English. In this paper

we propose a cross-lingual implicit DRR framework that exploits an available English corpus for the Chinese DRR task. We use machine translation to generate Chinese instances from a labeled English discourse corpus. In this way

each instance has two independent views: Chinese and English views. Then we train two classifiers in Chinese and English in a co-training way

which exploits unlabeled Chinese data to implement better implicit DRR for Chinese. Experimental results demonstrate the effectiveness of our method.

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references

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