基于GCN和门机制的汉语框架排歧方法(Chinese Frame Disambiguation Method Based on GCN and Gate Mechanism)
Yanan You (游亚男), Ru Li (李茹), Xuefeng Su (苏雪峰), Zhichao Yan (闫智超), Minshuai Sun (孙民帅), Chao Wang (王超)
Abstract
“汉语框架排歧旨在候选框架中给句子中的目标词选择一个符合其语义场景的框架。目前研究方法存在隐层向量的计算与目标词无关,并且忽略了句法结构信息对框架排歧的影响等缺陷。针对上述问题,使用GCN对句法结构信息进行建模;引入门机制过滤隐层向量中与目标词无关的噪声信息;并在此基础上,提出一种约束机制来约束模型的学习,改进向量表示。该模型在CFN、FN1.5和FN1.7数据集上优于当前最好模型,证明了方法的有效性。”- Anthology ID:
- 2022.ccl-1.19
- Volume:
- Proceedings of the 21st Chinese National Conference on Computational Linguistics
- Month:
- October
- Year:
- 2022
- Address:
- Nanchang, China
- Editors:
- Maosong Sun (孙茂松), Yang Liu (刘洋), Wanxiang Che (车万翔), Yang Feng (冯洋), Xipeng Qiu (邱锡鹏), Gaoqi Rao (饶高琦), Yubo Chen (陈玉博)
- Venue:
- CCL
- SIG:
- Publisher:
- Chinese Information Processing Society of China
- Note:
- Pages:
- 201–210
- Language:
- Chinese
- URL:
- https://preview.aclanthology.org/build-pipeline-with-new-library/2022.ccl-1.19/
- DOI:
- Cite (ACL):
- Yanan You, Ru Li, Xuefeng Su, Zhichao Yan, Minshuai Sun, and Chao Wang. 2022. 基于GCN和门机制的汉语框架排歧方法(Chinese Frame Disambiguation Method Based on GCN and Gate Mechanism). In Proceedings of the 21st Chinese National Conference on Computational Linguistics, pages 201–210, Nanchang, China. Chinese Information Processing Society of China.
- Cite (Informal):
- 基于GCN和门机制的汉语框架排歧方法(Chinese Frame Disambiguation Method Based on GCN and Gate Mechanism) (You et al., CCL 2022)
- PDF:
- https://preview.aclanthology.org/build-pipeline-with-new-library/2022.ccl-1.19.pdf
- Data
- FrameNet