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All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year AND OR AND NOT All fields Title Creator / Publisher Keyword Year Sort by creator [A → Z]' creator [Z → A]' publishing year ↑ (asc)' publishing year ↓ (desc)' title [A → Z]' title [Z → A]' Simple Search Page: 1 2 Hits 1 – 20 of 22 1 XTREME-S: Evaluating Cross-lingual Speech Representations ... Conneau, Alexis; Bapna, Ankur; Zhang, Yu. - : arXiv, 2022 BASE Show details 2 Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation ... Cheng, Yong; Bapna, Ankur; Firat, Orhan. - : arXiv, 2022 BASE Show details 3 Towards the Next 1000 Languages in Multilingual Machine Translation: Exploring the Synergy Between Supervised and Self-Supervised Learning ... Siddhant, Aditya; Bapna, Ankur; Firat, Orhan. - : arXiv, 2022 BASE Show details 4 mSLAM: Massively multilingual joint pre-training for speech and text ... Bapna, Ankur; Cherry, Colin; Zhang, Yu. - : arXiv, 2022 BASE Show details 5 Examining Scaling and Transfer of Language Model Architectures for Machine Translation ... Zhang, Biao; Ghorbani, Behrooz; Bapna, Ankur. - : arXiv, 2022 BASE Show details 6 MAESTRO: Matched Speech Text Representations through Modality Matching ... Chen, Zhehuai; Zhang, Yu; Rosenberg, Andrew. - : arXiv, 2022 BASE Show details 7 Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets Caswell, Isaac; Kreutzer, Julia; Wang, Lisa; Wahab, Ahsan; van Esch, Daan; Ulzii-Orshikh, Nasanbayar; Tapo, Allahsera; Subramani, Nishant; Sokolov, Artem; Sikasote, Claytone; Setyawan, Monang; Sarin, Supheakmungkol; Samb, Sokhar; Sagot, Benoît; Rivera, Clara; Rios, Annette; Papadimitriou, Isabel; Osei, Salomey; Ortiz Suárez, Pedro Javier; Orife, Iroro; Ogueji, Kelechi; Niyongabo, Rubungo Andre; Nguyen, Toan,; Müller, Mathias; Müller, André; Muhammad, Shamsuddeen Hassan; Muhammad, Nanda; Mnyakeni, Ayanda; Mirzakhalov, Jamshidbek; Matangira, Tapiwanashe; Leong, Colin; Lawson, Nze; Kudugunta, Sneha; Jernite, Yacine; Jenny, Mathias; Firat, Orhan; Dossou, Bonaventure,; Dlamini, Sakhile; de Silva, Nisansa; Ballı, Sakine Çabuk; Biderman, Stella; Battisti, Alessia; Baruwa, Ahmed; Bapna, Ankur; Baljekar, Pallavi; Azime, Israel Abebe; Awokoya, Ayodele; Ataman, Duygu; Ahia, Orevaoghene; Ahia, Oghenefego; Agrawal, Sweta; Adeyemi, Mofetoluwa In: https://hal.inria.fr/hal-03177623 ; 2021 (2021) Abstract: To appear in the proceedings of the AfricaNLP 2021 workshop. ; With the success of large-scale pre-training and multilingual modeling in Natural Language Processing (NLP), recent years have seen a proliferation of large, web-mined text datasets covering hundreds of languages. However, to date there has been no systematic analysis of the quality of these publicly available datasets, or whether the datasets actually contain content in the languages they claim to represent. In this work, we manually audit the quality of 205 language-specific corpora released with five major public datasets (CCAligned, ParaCrawl, WikiMatrix, OSCAR, mC4), and audit the correctness of language codes in a sixth (JW300). We find that lower-resource corpora have systematic issues: at least 15 corpora are completely erroneous, and a significant fraction contains less than 50% sentences of acceptable quality. Similarly, we find 82 corpora that are mislabeled or use nonstandard/ambiguous language codes. We demonstrate that these issues are easy to detect even for non-speakers of the languages in question, and supplement the human judgements with automatic analyses. Inspired by our analysis, we recommend techniques to evaluate and improve multilingual corpora and discuss the risks that come with low-quality data releases. Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL] URL: https://hal.inria.fr/hal-03177623 BASE Hide details 8 Quality at a Glance: An Audit of Web-Crawled Multilingual Datasets ... Kreutzer, Julia; Caswell, Isaac; Wang, Lisa. - : arXiv, 2021 BASE Show details 9 Multilingual Document-Level Translation Enables Zero-Shot Transfer From Sentences to Documents ... Zhang, Biao; Bapna, Ankur; Johnson, Melvin. - : arXiv, 2021 BASE Show details 10 Joint Unsupervised and Supervised Training for Multilingual ASR ... Bai, Junwen; Li, Bo; Zhang, Yu. - : arXiv, 2021 BASE Show details 11 Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation ... Zhang, Biao; Bapna, Ankur; Sennrich, Rico. - : ICLR, 2021 BASE Show details 12 Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference ... Kudugunta, Sneha; Huang, Yanping; Bapna, Ankur. - : arXiv, 2021 BASE Show details 13 Beyond Distillation: Task-level Mixture-of-Experts for Efficient Inference ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Bapna, Ankur; Firat, Orhan. - : Underline Science Inc., 2021 BASE Show details 14 Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation Zhang, Biao; Bapna, Ankur; Sennrich, Rico... In: Zhang, Biao; Bapna, Ankur; Sennrich, Rico; Firat, Orhan (2021). Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation. In: International Conference on Learning Representations, Virtual, 3 May 2021 - 7 May 2021, ICLR. (2021) BASE Show details 15 Leveraging Monolingual Data with Self-Supervision for Multilingual Neural Machine Translation ... Siddhant, Aditya; Bapna, Ankur; Cao, Yuan. - : arXiv, 2020 BASE Show details 16 Language ID in the Wild: Unexpected Challenges on the Path to a Thousand-Language Web Text Corpus ... Caswell, Isaac; Breiner, Theresa; van Esch, Daan. - : arXiv, 2020 BASE Show details 17 Evaluating the Cross-Lingual Effectiveness of Massively Multilingual Neural Machine Translation ... Siddhant, Aditya; Johnson, Melvin; Tsai, Henry. - : arXiv, 2019 BASE Show details 18 Investigating Multilingual NMT Representations at Scale ... Kudugunta, Sneha Reddy; Bapna, Ankur; Caswell, Isaac. - : arXiv, 2019 BASE Show details 19 Simple, Scalable Adaptation for Neural Machine Translation ... Bapna, Ankur; Arivazhagan, Naveen; Firat, Orhan. - : arXiv, 2019 BASE Show details 20 Massively Multilingual Neural Machine Translation in the Wild: Findings and Challenges ... Arivazhagan, Naveen; Bapna, Ankur; Firat, Orhan. - : arXiv, 2019 BASE Show details Page: 1 2

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