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Neural Retrieval with Partially Shared Embedding Spaces

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成果类型:
期刊论文、会议论文
作者:
Li, Bo*;Jia, Le
通讯作者:
Li, Bo
作者机构:
[Li, Bo; Jia, Le] Cent China Normal Univ, Sch Comp Sci, Wuhan, Hubei, Peoples R China.
通讯机构:
[Li, Bo] C
Cent China Normal Univ, Sch Comp Sci, Wuhan, Hubei, Peoples R China.
语种:
英文
关键词:
Adversarial learning;Feature separation;Neural information;Neural retrieval;Pairwise matching;Shared embedding space;Text representation;TREC collection;Knowledge management
期刊:
International Conference on Information and Knowledge Management, Proceedings
年:
2018
页码:
1739-1742
会议名称:
The 33rd ACM International Conference on Information and Knowledge Management
会议论文集名称:
CIKM '18: Proceedings of the 27th ACM International Conference on Information and Knowledge Management
会议时间:
October 21 - 25, 2024
会议地点:
Boise , ID , USA
会议主办单位:
[Li, Bo;Jia, Le] Cent China Normal Univ, Sch Comp Sci, Wuhan, Hubei, Peoples R China.
主编:
Cuzzocrea, A Allan, J Paton, N Srivastava, D Agrawal, R Broder, A Zaki, M Candan, S Labrinidis, A Schuster, A Wang, H
出版地:
New York, NY, United States
出版者:
Association for Computing Machinery
ISBN:
9781450360142
基金类别:
We thank the anonymous reviewers for their valuable comments. This work was supported by the Fundamental Research Funds for Central Universities of CCNU (No. CCNU15A05062).
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
摘要:
One category of neural information retrieval models tries to learn text representation in a common embedding space for both queries and documents. However, a single embedding space is not always sufficient, since queries and documents are different in terms of length, number of topics covered, etc. We argue that queries and documents should be mapped into different but overlapping embedding spaces, which is named Partially Shared Embedding Space (PSES) model in this paper. PSES consists of two embedding spaces respectively for queries and docum...

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