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Recent work in cross-language information retrieval (CLIR), where queries and documents are in different languages, has shown the benefit of the Translate-Distill framework that trains a cross-language neural dual-encoder model using translation and distillation.
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CLEF 2000 — Overview of Results. In Cross-Language Information Retrieval and Evaluation , Carol Peters (Ed.). Springer Berlin Heidelberg, Berlin, Heidelberg, 89–101
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Comparing cross-language query expansion techniques by degrading translation resources. In Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval . 159–166
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Probabilistic structured query methods. In Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Information Retrieval . 338–344
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Embedding web-based statistical translation models in cross-language information retrieval
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Overview of the NTCIR-7 ACLIA Tasks: Advanced Cross-Lingual Information Access.. In NTCIR
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An effective and efficient results merging strategy for multilingual information retrieval in federated search environments
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Should MT systems be used as black boxes in CLIR?. In European Conference on Information Retrieval . Springer, 683–686
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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
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RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering. In Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . Association for Computational Linguistics, Online, 5835–5847
Yingqi Qu, Yuchen Ding, Jing Liu, Kai Liu, Ruiyang Ren, Wayne Xin Zhao, Daxiang Dong, Hua Wu, and Haifeng Wang. 2021 · 2021
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mT5: A Massively Multilingual Pre-trained Text-to-Text Transformer. In Proceedings of the 2021 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . Association for Computational Linguistics, Online, 483–498
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Deeper text understanding for IR with contextual neural language modeling. In Proceedings of the 42nd International ACM SIGIR Conference on Research and Development in Information Retrieval . 985–988
Zhuyun Dai and Jamie Callan. 2019 · 2019
Cited alongside, same era.
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) . Association for Computational Linguistics, Minneapolis, Minnesota, 4171–4186
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. 2019 · 2019
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Billion-scale similarity search with GPUs
Jeff Johnson, Matthijs Douze, and Hervé Jégou. 2019 · 2019
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Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks. 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) . Association for Computational Linguistics
Nils Reimers and Iryna Gurevych. 2019 · 2019
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Cross-lingual relevance transfer for document retrieval
P Shi and J Lin. 2019 · 2019
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Unsupervised Cross-lingual Representation Learning at Scale. In Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics . Association for Computational Linguistics, Online, 8440–8451
Alexis Conneau, Kartikay Khandelwal, Naman Goyal, Vishrav Chaudhary, Guillaume Wenzek, Francisco Guzmán, Edouard Grave, Myle Ott, Luke Zettlemoyer, and Veselin Stoyanov. 2020a · 2020
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The Sockeye 2 Neural Machine Translation Toolkit at AMTA 2020. In Proceedings of the 14th Conference of the Association for Machine Translation in the Americas (Volume 1: Research Track) . Association for Machine Translation in the Americas, Virtual, 110–115
Tobias Domhan, Michael Denkowski, David Vilar, Xing Niu, Felix Hieber, and Kenneth Heafield. 2020 · 2020
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Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval. In Proceedings of the 1st Workshop on Multilingual Representation Learning . Association for Computational Linguistics, Punta Cana, Dominican Republic, 127–137
Xinyu Zhang, Xueguang Ma, Peng Shi, and Jimmy Lin. 2021 · 2021
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Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval. In Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) . Association for Computational Linguistics, Dublin, Ireland, 2843–2853
Luyu Gao and Jamie Callan. 2022 · 2022
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Overview of the TREC 2022 NeuCLIR Track. In The Thirty-first Text REtrieval Conference (TREC 2022) Proceedings
Dawn Lawrie, Sean MacAvaney, James Mayfield, Paul McNamee, Douglas W. Oard, Luca Soldanini, and Eugene Yang. 2022a · 2022
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Learning Cross-Lingual IR from an English Retriever. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . 4428–4436
Yulong Li, Martin Franz, Md Arafat Sultan, Bhavani Iyer, Young-Suk Lee, and Avirup Sil. 2022 · 2022
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Transfer Learning Approaches for Building Cross-Language Dense Retrieval Models. In Advances in Information Retrieval: 44th European Conference on IR Research, ECIR 2022, Stavanger, Norway, April 10–14, 2022, Proceedings, Part I (Stavanger, Norway). Springer-Verlag, Berlin, Heidelberg, 382–396
Suraj Nair, Eugene Yang, Dawn Lawrie, Kevin Duh, Paul McNamee, Kenton Murray, James Mayfield, and Douglas W. Oard. 2022 · 2022
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ColBERTv2: Effective and Efficient Retrieval via Lightweight Late Interaction. In Proceedings of the 2022 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies . Association for Computational Linguistics, Seattle, United States, 3715–3734
Keshav Santhanam, Omar Khattab, Jon Saad-Falcon, Christopher Potts, and Matei Zaharia. 2022 · 2022
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C3: Continued Pretraining with Contrastive Weak Supervision for Cross Language Ad-Hoc Retrieval. In Proceedings of the 45th International ACM SIGIR Conference on Research and Development in Information Retrieval (Madrid, Spain) (SIGIR ’22) . Association for Computing Machinery, New York, NY, USA, 2507–2512
Eugene Yang, Suraj Nair, Ramraj Chandradevan, Rebecca Iglesias-Flores, and Douglas W. Oard. 2022 · 2022
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Soft Prompt Decoding for Multilingual Dense Retrieval
Zhiqi Huang, Hansi Zeng, Hamed Zamani, and James Allan. 2023 · 2023
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NeuralMind-UNICAMP at 2022 TREC NeuCLIR: Large Boring Rerankers for Cross-lingual Retrieval
Vitor Jeronymo, Roberto Lotufo, and Rodrigo Nogueira. 2023 · 2023
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Overview of the TREC 2023 NeuCLIR Track. In The Thirty-second Text REtrieval Conference (TREC 2023) Proceedings
Dawn Lawrie, Sean MacAvaney, James Mayfield, Paul McNamee, Douglas W. Oard, Luca Soldanini, and Eugene Yang. 2023a · 2023
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CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval. In Proceedings of the 61st Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) , Anna Rogers, Jordan Boyd-Graber, and Naoaki Okazaki (Eds.). Association for Computational Linguistics, Toronto, Canada, 11891–11907
Minghan Li, Sheng-Chieh Lin, Barlas Oguz, Asish Ghoshal, Jimmy Lin, Yashar Mehdad, Wen-tau Yih, and Xilun Chen. 2023b · 2023
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BLADE: Combining Vocabulary Pruning and Intermediate Pretraining for Scaleable Neural CLIR. In Proceedings of the 46th International ACM SIGIR Conference on Research and Development in Information Retrieval (Taipei, Taiwan) (SIGIR ’23) . Association for Computing Machinery, New York, NY, USA, 1219–1229
Suraj Nair, Eugene Yang, Dawn Lawrie, James Mayfield, and Douglas W. Oard. 2023 · 2023
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Translate-Distill: Learning Cross-Language Dense Retrieval by Translation and Distillation. In Advances in Information Retrieval: 46th European Conference on IR Research, ECIR 2024
Eugene Yang, Dawn Lawrie, James Mayfield, Douglas W Oard, and Scott Miller. 2024a · 2024
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Eugene Yang, Suraj Nair, Dawn Lawrie, James Mayfield, Douglas W Oard, and Kevin Duh. 2024b · 2024
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