A passage retrieval system for multilingual question answering

被引:0
|
作者
Soriano, JMG [1 ]
Gómez, MM [1 ]
Arnal, ES [1 ]
Rosso, P [1 ]
机构
[1] Univ Politecn Valencia, Dept Sistemas Informat & Computac, E-46071 Valencia, Spain
来源
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper we present a new method to improve the coverage of Passage Retrieval (PR) systems when these systems are employed for the Question Answering (QA) tasks. The ranking of passages obtained by the PR system is rearranged to emphasize those passages with more probability to contain the answer. The new ranking is based on finding the n-gram structures of the question that are presented in the passage, and the weight of the passages increases when they contain longer n-grams structures of the question. The results we present show that the application of this method improves notably the coverage of the classical PR system based on the Space Vectorial Model.
引用
收藏
页码:443 / 450
页数:8
相关论文
共 50 条
  • [41] Cross-Modal Dense Passage Retrieval for Outside Knowledge Visual Question Answering
    Reichman, Benjamin
    Heck, Larry
    [J]. 2023 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION WORKSHOPS, ICCVW, 2023, : 2829 - 2834
  • [42] Evaluating Multilingual Question Answering Systems at CLEF
    Forner, Pamela
    Giampiccolo, Danilo
    Magnini, Bernardo
    Penas, Anselmo
    Rodrigo, Alvaro
    Sutcliffe, Richard
    [J]. LREC 2010 - SEVENTH INTERNATIONAL CONFERENCE ON LANGUAGE RESOURCES AND EVALUATION, 2010, : 2774 - 2781
  • [43] EVJVQA Challenge: Multilingual Visual Question Answering
    Nguyen, Ngan Luu-Thuy
    Nguyen, Nghia Hieu
    Vo, Duong T.D.
    Tran, Khanh Quoc
    Van Nguyen, Kiet
    [J]. arXiv, 2023,
  • [44] Learning the Multilingual Translation Representations for Question Retrieval in Community Question Answering via Non-Negative Matrix Factorization
    Zhou, Guangyou
    Xie, Zhiwen
    He, Tingting
    Zhao, Jun
    Hu, Xiaohua Tony
    [J]. IEEE-ACM TRANSACTIONS ON AUDIO SPEECH AND LANGUAGE PROCESSING, 2016, 24 (07) : 1305 - 1314
  • [45] KnowReQA: A Knowledge-aware Retrieval Question Answering System
    Wang, Chuanrui
    Bai, Jun
    Zhang, Xiaofeng
    Yan, Cen
    Ouyang, Yuanxin
    Rong, Wenge
    Xiong, Zhang
    [J]. KNOWLEDGE SCIENCE, ENGINEERING AND MANAGEMENT, PT I, 2022, 13368 : 709 - 721
  • [46] Document image retrieval in a question answering system for document images
    Kise, K
    Fukushima, S
    Matsumoto, K
    [J]. DOCUMENT ANALYSIS SYSTEMS VI, PROCEEDINGS, 2004, 3163 : 521 - 532
  • [47] Question Answering Passage Retrieval and Re-ranking Using N-grams and SVM
    Othman, Nouha
    Faiz, Rim
    [J]. COMPUTACION Y SISTEMAS, 2016, 20 (03): : 483 - 494
  • [48] A Markov Network Based Passage Retrieval Method for Multimodal Question Answering in the Cultural Heritage Domain
    Sheng, Shurong
    Venkitasubramanian, Aparna Nurani
    Moens, Marie-Francine
    [J]. MULTIMEDIA MODELING, MMM 2018, PT I, 2018, 10704 : 3 - 15
  • [49] N-gram vs. keyword-based passage retrieval for question answering
    Buscaldi, Davide
    Gomez, Jose Manuel
    Rosso, Paolo
    Sanchis, Emilio
    [J]. EVALUATION OF MULTILINGUAL AND MULTI-MODAL INFORMATION RETRIEVAL, 2007, 4730 : 377 - +
  • [50] RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering
    Qu, Yingqi
    Ding, Yuchen
    Liu, Jing
    Liu, Kai
    Ren, Ruiyang
    Zhao, Wayne Xin
    Dong, Daxiang
    Wu, Hua
    Wang, Haifeng
    [J]. 2021 CONFERENCE OF THE NORTH AMERICAN CHAPTER OF THE ASSOCIATION FOR COMPUTATIONAL LINGUISTICS: HUMAN LANGUAGE TECHNOLOGIES (NAACL-HLT 2021), 2021, : 5835 - 5847