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Dense retrieval models using a transformer-based bi-encoder design have emerged as an active area of research.
Cross-Language Information Retrieval
Jian-Yun Nie. 2010 · 2010
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Off the Beaten Path: Let’s Replace Term-Based Retrieval with k-NN Search. In Proceedings of 25th International Conference on Information and Knowledge Management (CIKM 2016) . Indianapolis, Indiana, 1099–1108
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BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. In Proceedings of the 2019 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, Volume 1 (Long and Short Papers) . Minneapolis, Minnesota, 4171–4186
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Cross-Lingual Ability of Multilingual BERT: An Empirical Study
Karthikeyan K, Zihan Wang, Stephen Mayhew, and Dan Roth. 2019 · 2019
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How Multilingual is Multilingual BERT?. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics . Florence, Italy, 4996–5001
Telmo Pires, Eva Schlinger, and Dan Garrette. 2019 · 2019
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Is Multilingual BERT Fluent in Language Generation?. In Proceedings of the First NLPL Workshop on Deep Learning for Natural Language Processing . Turku, Finland, 29–36
Samuel Rönnqvist, Jenna Kanerva, Tapio Salakoski, and Filip Ginter. 2019 · 2019
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Multilingual is not enough: BERT for Finnish
Antti Virtanen, Jenna Kanerva, Rami Ilo, Jouni Luoma, Juhani Luotolahti, Tapio Salakoski, Filip Ginter, and Sampo Pyysalo. 2019 · 2019
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Beto, Bentz, Becas: The Surprising Cross-Lingual Effectiveness of BERT. In Proceedings of the 2019 Conference on Empirical Methods in Natural Language Processing and the 9th International Joint Conference on Natural Language Processing (EMNLP-IJCNLP) . Hong Kong, China, 833–844
Shijie Wu and Mark Dredze. 2019 · 2019
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Improving Low-Resource Cross-lingual Document Retrieval by Reranking with Deep Bilingual Representations. In Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics . Florence, Italy, 3173–3179
Rui Zhang, Caitlin Westerfield, Sungrok Shim, Garrett Bingham, Alexander Fabbri, William Hu, Neha Verma, and Dragomir Radev. 2019 · 2019
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On the Cross-lingual Transferability of Monolingual Representations. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Online, 4623–4637
Mikel Artetxe, Sebastian Ruder, and Dani Yogatama. 2020 · 2020
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TyDi QA: A Benchmark for Information-Seeking Question Answering in Typologically Diverse Languages
Jonathan H. Clark, Eunsol Choi, Michael Collins, Dan Garrette, Tom Kwiatkowski, Vitaly Nikolaev, and Jennimaria Palomaki. 2020 · 2020
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Emerging Cross-lingual Structure in Pretrained Language Models. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Online, 6022–6034
Alexis Conneau, Shijie Wu, Haoran Li, Luke Zettlemoyer, and Veselin Stoyanov. 2020 · 2020
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Identifying Elements Essential for BERT’s Multilinguality. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Online, 4423–4437
Philipp Dufter and Hinrich Schütze. 2020 · 2020
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TANDA: Transfer and Adapt Pre-Trained Transformer Models for Answer Sentence Selection. In Proceedings of the Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI-20) . New York, New York, 7780–7788
Siddhant Garg, Thuy Vu, and Alessandro Moschitti. 2020 · 2020
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Dense Passage Retrieval for Open-Domain Question Answering. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Online, 6769–6781
Vladimir Karpukhin, Barlas Oguz, Sewon Min, Patrick Lewis, Ledell Wu, Sergey Edunov, Danqi Chen, and Wen-tau Yih. 2020 · 2020
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From Zero to Hero: On the Limitations of Zero-Shot Language Transfer with Multilingual Transformers. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Online, 4483–4499
Anne Lauscher, Vinit Ravishankar, Ivan Vulić, and Goran Glavaš. 2020 · 2020
One Question Answering Model for Many Languages with Cross-lingual Dense Passage Retrieval
Akari Asai, Xinyan Yu, Jungo Kasai, and Hannaneh Hajishirzi. 2021b · 2021
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Cross-language Information Retrieval
Petra Galuščáková, Douglas W. Oard, and Suraj Nair. 2021 · 2021
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Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling. In Proceedings of the 44th International ACM SIGIR Conference on Research and Development in Information Retrieval . 113–122
Sebastian Hofstätter, Sheng-Chieh Lin, Jheng-Hong Yang, Jimmy Lin, and Allan Hanbury. 2021 · 2021
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Billion-scale similarity search with GPUs
Jeff Johnson, Matthijs Douze, and Hervé Jégou. 2021 · 2021
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Cited alongside, same era.
Teaching a New Dog Old Tricks: Resurrecting Multilingual Retrieval Using Zero-Shot Learning. In Proceedings of the 42nd European Conference on Information Retrieval, Part II (ECIR 2020) . 246–254
Sean MacAvaney, Luca Soldaini, and Nazli Goharian. 2020 · 2020
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CamemBERT: a Tasty French Language Model. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Online, 7203–7219
Louis Martin, Benjamin Muller, Pedro Javier Ortiz Suárez, Yoann Dupont, Laurent Romary, Éric de la Clergerie, Djamé Seddah, and Benoît Sagot. 2020 · 2020
Cited alongside, same era.
Cross-Lingual Training of Neural Models for Document Ranking. In Findings of the Association for Computational Linguistics: EMNLP 2020 . 2768–2773
Peng Shi, He Bai, and Jimmy Lin. 2020 · 2020
Cited alongside, same era.
CLIRMatrix: A massively large collection of bilingual and multilingual datasets for Cross-Lingual Information Retrieval. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing (EMNLP) . Online, 4160–4170
Shuo Sun and Kevin Duh. 2020 · 2020
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Transformers: State-of-the-Art Natural Language Processing. In Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: System Demonstrations . Online, 38–45
Thomas Wolf, Lysandre Debut, Victor Sanh, Julien Chaumond, Clement Delangue, Anthony Moi, Pierric Cistac, Tim Rault, Remi Louf, Morgan Funtowicz, Joe Davison, Sam Shleifer, Patrick von Platen, Clara Ma, Yacine Jernite, Julien Plu, Canwen Xu, Teven Le Scao, Sylvain Gugger, Mariama Drame, Quentin Lhoest, and Alexander Rush. 2020 · 2020
Cited alongside, same era.
Distant Supervision for Multi-Stage Fine-Tuning in Retrieval-Based Question Answering. In Proceedings of The Web Conference 2020 (WWW ’20) . 2934–2940
Yuqing Xie, Wei Yang, Luchen Tan, Kun Xiong, Nicholas Jing Yuan, Baoxing Huai, Ming Li, and Jimmy Lin. 2020 · 2020
Cited alongside, same era.
Are Multilingual Models the Best Choice for Moderately Under-resourced Languages? A Comprehensive Assessment for Catalan. In Findings of the Association for Computational Linguistics: ACL-IJCNLP 2021 . Online, 4933–4946
Jordi Armengol-Estapé, Casimiro Pio Carrino, Carlos Rodriguez-Penagos, Ona de Gibert Bonet, Carme Armentano-Oller, Aitor Gonzalez-Agirre, Maite Melero, and Marta Villegas. 2021 · 2021
Cited alongside, same era.
XOR QA: Cross-lingual Open-Retrieval Question Answering
Akari Asai, Jungo Kasai, Jonathan H. Clark, Kenton Lee, Eunsol Choi, and Hannaneh Hajishirzi. 2021a · 2021
Cited alongside, same era.
Sheng-Chieh Lin, Jheng-Hong Yang, and Jimmy Lin. 2021 · 2021
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Evaluating Multilingual Text Encoders for Unsupervised Cross-Lingual Retrieval
Robert Litschko, Ivan Vulic, Simone Paolo Ponzetto, and Goran Glavas. 2021 · 2021
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Small Data? No Problem! Exploring the Viability of Pretrained Multilingual Language Models for Low-resourced Languages. In Proceedings of the 1st Workshop on Multilingual Representation Learning . Punta Cana, Dominican Republic, 116–126
Kelechi Ogueji, Yuxin Zhu, and Jimmy Lin. 2021 · 2021
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Cross-Lingual Training of Dense Retrievers for Document Retrieval. In Proceedings of the 1st Workshop on Multilingual Representation Learning . Punta Cana, Dominican Republic, 251–253
Peng Shi, Rui Zhang, He Bai, and Jimmy Lin. 2021 · 2021
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Approximate Nearest Neighbor Negative Contrastive Learning for Dense Text Retrieval. In Proceedings of the 9th International Conference on Learning Representations (ICLR 2021)
Lee Xiong, Chenyan Xiong, Ye Li, Kwok-Fung Tang, Jialin Liu, Paul N. Bennett, Junaid Ahmed, and Arnold Overwijk. 2021 · 2021
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Comparing Score Aggregation Approaches for Document Retrieval with Pretrained Transformers. In Proceedings of the 43rd European Conference on Information Retrieval (ECIR 2021), Part II . 150–163
Xinyu Zhang, Andrew Yates, and Jimmy Lin. 2021b · 2021
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mMARCO: A Multilingual Version of the MS MARCO Passage Ranking Dataset
Luiz Henrique Bonifacio, Vitor Jeronymo, Hugo Queiroz Abonizio, Israel Campiotti, Marzieh Fadaee, Roberto Lotufo, and Rodrigo Nogueira. 2022 · 2022
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