Proceedings of 2020 the 6th International Conference on Computing and Data Engineering最新文献

筛选
英文 中文
SASGBC
Congrui Wang, Zhen Huang, Minghao Hu
{"title":"SASGBC","authors":"Congrui Wang, Zhen Huang, Minghao Hu","doi":"10.1145/3379247.3379266","DOIUrl":"https://doi.org/10.1145/3379247.3379266","url":null,"abstract":"Spoken language understanding (SLU) involves two tasks, namely slot filling and intent prediction. While the goal of slot filling is to predict correlated slot sequences, intent prediction aims to capture the intent for the whole utterance. Recent work shows that jointly learning both tasks can provide additional benefits. In this paper, we follow this line of work and explore the pre-trained BERT model for SLU. We find that BERT suffers from problems in learning logical dependency relation for slot filling. To address this issue, we propose a new joint learning model called SASGBC that combines sequence labeling with deep bidirectional Transformer. Experiments on two datasets demonstrate that SASGBC achieves state-of-the-art performance compared to several competitive baseline models.","PeriodicalId":410860,"journal":{"name":"Proceedings of 2020 the 6th International Conference on Computing and Data Engineering","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-01-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122874366","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信