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1
Towards Universality in Multilingual Text Rewriting ...
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2
XTREME-R: Towards More Challenging and Nuanced Multilingual Evaluation ...
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3
nmT5 -- Is parallel data still relevant for pre-training massively multilingual language models? ...
Abstract: Recently, mT5 - a massively multilingual version of T5 - leveraged a unified text-to-text format to attain state-of-the-art results on a wide variety of multilingual NLP tasks. In this paper, we investigate the impact of incorporating parallel data into mT5 pre-training. We find that multi-tasking language modeling with objectives such as machine translation during pre-training is a straightforward way to improve performance on downstream multilingual and cross-lingual tasks. However, the gains start to diminish as the model capacity increases, suggesting that parallel data might not be as essential for larger models. At the same time, even at larger model sizes, we find that pre-training with parallel data still provides benefits in the limited labelled data regime. ... : Accepted at ACL-IJCNLP 2021 ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2106.02171
https://dx.doi.org/10.48550/arxiv.2106.02171
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4
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ...
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5
The Power of Scale for Parameter-Efficient Prompt Tuning ...
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6
TextSETTR: Few-Shot Text Style Extraction and Tunable Targeted Restyling ...
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7
mT5: A Massively Multilingual Pre-trained Text-to-Text Transformer ...
NAACL 2021 2021; Al-Rfou, Rami; Barua, Aditya. - : Underline Science Inc., 2021
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8
Towards Continual Learning for Multilingual Machine Translation via Vocabulary Substitution ...
NAACL 2021 2021; Constant, Noah; Firat, Orhan. - : Underline Science Inc., 2021
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9
mT5: A massively multilingual pre-trained text-to-text transformer ...
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10
Towards Zero-Shot Multilingual Synthetic Question and Answer Generation for Cross-Lingual Reading Comprehension ...
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11
LAReQA: Language-agnostic answer retrieval from a multilingual pool ...
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12
Multilingual Universal Sentence Encoder for Semantic Retrieval ...
Yang, Yinfei; Cer, Daniel; Ahmad, Amin. - : arXiv, 2019
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13
Effective Parallel Corpus Mining using Bilingual Sentence Embeddings ...
Guo, Mandy; Shen, Qinlan; Yang, Yinfei. - : arXiv, 2018
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14
The main sessionProceedings of the forty-seventh (47.) annual meeting of the Chicago Linguistic Society 1.
In: The main session (2014), S. 47-62
Leibniz-Zentrum Allgemeine Sprachwissenschaft
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15
Contrastive Topic: Meanings and Realizations
In: Doctoral Dissertations (2014)
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16
English rise-fall-rise: a study in the semantics and pragmatics of intonation
In: Linguistics and philosophy. - Dordrecht [u.a.] : Springer 35 (2012) 5, 407-442
OLC Linguistik
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17
Witnessable quantifiers license type-e meaning: Evidence from contrastive topic, equatives and supplements
In: Semantics and Linguistic Theory; Proceedings of SALT 22; 286-306 ; 2163-5951 (2012)
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18
Mandarin 'even', `all' and the Trigger of Focus Movement
In: University of Pennsylvania Working Papers in Linguistics (2010)
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19
The pragmatics of expressive content: evidence from large corpora
In: SDV - Sprache und Datenverarbeitung. International journal for language data processing 33 (2009) 1-2, 7-23
IDS Bibliografie zur deutschen Grammatik
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20
The pragmatics of expressive content: evidence from large corpora
In: Sprache und Datenverarbeitung. - Duisburg : Univ.-Verl. Rhein-Ruhr 33 (2009) 1-2, 7-23
BLLDB
OLC Linguistik
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