基于神经网络的连动句识别(Recognition of serial-verb sentences based on Neural Network)
Chao Sun (孙超), Weiguang Qu (曲维光), Tingxin Wei (魏庭新), Yanhui Gu (顾彦慧), Bin Li (李斌), Junsheng Zhou (周俊生)
Abstract
连动句是具有连动结构的句子,是汉语中的特殊句法结构,在现代汉语中十分常见且使用频繁。连动句语法结构和语义关系都很复杂,在识别中存在许多问题,对此本文针对连动句的识别问题进行了研究,提出了一种基于神经网络的连动句识别方法。本方法分两步:第一步,运用简单的规则对语料进行预处理;第二步,用文本分类的思想,使用BERT编码,利用多层CNN与BiLSTM模型联合提取特征进行分类,进而完成连动句识别任务。在人工标注的语料上进行实验,实验结果达到92.71%的准确率,F1值为87.41%。- Anthology ID:
- 2020.ccl-1.17
- Volume:
- Proceedings of the 19th Chinese National Conference on Computational Linguistics
- Month:
- October
- Year:
- 2020
- Address:
- Haikou, China
- Editors:
- Maosong Sun (孙茂松), Sujian Li (李素建), Yue Zhang (张岳), Yang Liu (刘洋)
- Venue:
- CCL
- SIG:
- Publisher:
- Chinese Information Processing Society of China
- Note:
- Pages:
- 172–182
- Language:
- Chinese
- URL:
- https://aclanthology.org/2020.ccl-1.17
- DOI:
- Cite (ACL):
- Chao Sun, Weiguang Qu, Tingxin Wei, Yanhui Gu, Bin Li, and Junsheng Zhou. 2020. 基于神经网络的连动句识别(Recognition of serial-verb sentences based on Neural Network). In Proceedings of the 19th Chinese National Conference on Computational Linguistics, pages 172–182, Haikou, China. Chinese Information Processing Society of China.
- Cite (Informal):
- 基于神经网络的连动句识别(Recognition of serial-verb sentences based on Neural Network) (Sun et al., CCL 2020)
- PDF:
- https://preview.aclanthology.org/naacl24-info/2020.ccl-1.17.pdf