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Neural Methods for Cross-Language Information Retrieval

Published:18 July 2023Publication History

ABSTRACT

This half day tutorial introduces the participant to the basic concepts underlying neural Cross-Language Information Retrieval (CLIR). It discusses the most common algorithmic approaches to CLIR, focusing on modern neural methods; the history of CLIR; where to find and how to use CLIR training collections, test collections and baseline systems; how CLIR training and test collections are constructed; and open research questions in CLIR.

References

  1. Payal Bajaj, Daniel Campos, Nick Craswell, Li Deng, Jianfeng Gao, Xiaodong Liu, Rangan Majumder, Andrew McNamara, Bhaskar Mitra, Tri Nguyen, et al. 2016. MS MARCO: A human generated machine reading comprehension dataset. arXiv preprint arXiv:1611.09268 (2016).Google ScholarGoogle Scholar
  2. Petra Galuscáková, Douglas W Oard, and Suraj Nair. 2021. Cross-language information retrieval. arXiv preprint arXiv:2111.05988 (2021).Google ScholarGoogle Scholar
  3. Sean MacAvaney, Andrew Yates, Sergey Feldman, Doug Downey, Arman Cohan, and Nazli Goharian. 2021. Simplified Data Wrangling with ir_datasets. In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR).Google ScholarGoogle ScholarDigital LibraryDigital Library
  4. Jian-Yun Nie. 2010. Cross-Language Information Retrieval. Morgan & Claypool Publishers. https://doi.org/10.2200/S00266ED1V01Y201005HLT008Google ScholarGoogle ScholarCross RefCross Ref

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  1. Neural Methods for Cross-Language Information Retrieval
          Index terms have been assigned to the content through auto-classification.

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          • Published in

            cover image ACM Conferences
            SIGIR '23: Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval
            July 2023
            3567 pages
            ISBN:9781450394086
            DOI:10.1145/3539618

            Copyright © 2023 Owner/Author

            This work is licensed under a Creative Commons Attribution-ShareAlike International 4.0 License.

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            Association for Computing Machinery

            New York, NY, United States

            Publication History

            • Published: 18 July 2023

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