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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 Hits 1 – 20 of 20 1 Between words and characters: A Brief History of Open-Vocabulary Modeling and Tokenization in NLP Mielke, Sabrina J.; Alyafeai, Zaid; Salesky, Elizabeth; Raffel, Colin; Dey, Manan; Gallé, Matthias; Raja, Arun; Si, Chenglei; Lee, Wilson Y.; Sagot, Benoît; Tan, Samson In: https://hal.inria.fr/hal-03540069 ; 2022 (2022) Abstract: 15 page preprint ; What are the units of text that we want to model? From bytes to multi-word expressions, text can be analyzed and generated at many granularities. Until recently, most natural language processing (NLP) models operated over words, treating those as discrete and atomic tokens, but starting with byte-pair encoding (BPE), subword-based approaches have become dominant in many areas, enabling small vocabularies while still allowing for fast inference. Is the end of the road character-level model or byte-level processing? In this survey, we connect several lines of work from the pre-neural and neural era, by showing how hybrid approaches of words and characters as well as subword-based approaches based on learned segmentation have been proposed and evaluated. We conclude that there is and likely will never be a silver bullet singular solution for all applications and that thinking seriously about tokenization remains important for many applications. Keyword: [INFO.INFO-CL]Computer Science [cs]/Computation and Language [cs.CL] URL: https://hal.inria.fr/hal-03540069 BASE Hide details 2 Findings of the IWSLT 2020 Evaluation campaign Niehues, Jan; Federico, Marcello; Ma, Xutai. - : Association for Computational Linguistics, 2022 BASE Show details 3 KIT Lecture Translator: Multilingual Speech Translation with One-Shot Learning Nguyen, Thai-Son; Zenkel, Thomas; Waibel, Alex. - : Association for Computational Linguistics, 2022 BASE Show details 4 Tutorial: End-to-End Speech Translation Negri, Matteo; Salesky, Elizabeth; Turchi, Marco. - : Association for Computational Linguistics, 2022 BASE Show details 5 Assessing Evaluation Metrics for Speech-to-Speech Translation ... Salesky, Elizabeth; Mäder, Julian; Klingler, Severin. - : ETH Zurich, 2021 BASE Show details 6 Assessing Evaluation Metrics for Speech-to-Speech Translation ... Salesky, Elizabeth; Mäder, Julian; Klinger, Severin. - : arXiv, 2021 BASE Show details 7 The Multilingual TEDx Corpus for Speech Recognition and Translation ... Salesky, Elizabeth; Wiesner, Matthew; Bremerman, Jacob. - : arXiv, 2021 BASE Show details 8 Tutorial: End-to-End Speech Translation ... Niehues, Jan; Salesky, Elizabeth; Turchi, Marco. - : Association for Computational Linguistics, 2021 BASE Show details 9 A surprisal--duration trade-off across and within the world's languages ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Blasi, Damián; Cotterell, Ryan. - : Underline Science Inc., 2021 BASE Show details 10 Assessing Evaluation Metrics for Speech-to-Speech Translation Salesky, Elizabeth; Mäder, Julian; Klingler, Severin In: 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) (2021) BASE Show details 11 Robust Open-Vocabulary Translation from Visual Text Representations ... The 2021 Conference on Empirical Methods in Natural Language Processing 2021; Etter, Dave; Post, Matt. - : Underline Science Inc., 2021 BASE Show details 12 SIGMORPHON 2020 Shared Task 0: Typologically Diverse Morphological Inflection ... Vylomova, Ekaterina; White, Jennifer; Salesky, Elizabeth. - : arXiv, 2020 BASE Show details 13 SIGTYP 2020 Shared Task: Prediction of Typological Features ... Bjerva, Johannes; Salesky, Elizabeth; Mielke, Sabrina J.. - : arXiv, 2020 BASE Show details 14 Findings of the IWSLT 2020 Evaluation campaign ... Ansari, Ebrahim; Axelrod, Amittai; Bach, Nguyen. - : Association for Computational Linguistics, 2020 BASE Show details 15 Generalized Entropy Regularization or: There’s Nothing Special about Label Smoothing ... Meister, Clara Isabel; Salesky, Elizabeth; Cotterell, Ryan. - : ETH Zurich, 2020 BASE Show details 16 A Corpus for Large-Scale Phonetic Typology ... Salesky, Elizabeth; Chodroff, Eleanor; Pimentel, Tiago. - : arXiv, 2020 BASE Show details 17 A Corpus for Large-Scale Phonetic Typology ... Salesky, Elizabeth; Chodroff, Eleanor; Pimentel, Tiago. - : ETH Zurich, 2020 BASE Show details 18 A corpus for large-scale phonetic typology Salesky, Elizabeth; Chodroff, Eleanor; Pimentel, Tiago. - 2020 BASE Show details 19 A Corpus for Large-Scale Phonetic Typology Chodroff, Eleanor; Cotterell, Ryan; Wiesner, Matthew... In: Proceedings of the 58th Annual Meeting of the Association for Computational Linguistics (2020) BASE Show details 20 A Language-Independent Approach to Automatic Text Difficulty Assessment for Second-Language Learners Shen, Wade; Williams, Jennifer; Marius, Tamas... In: DTIC (2013) BASE Show details

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