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NMTScore: A Multilingual Analysis of Translation-based Text Similarity Measures ...
Vamvas, Jannis; Sennrich, Rico. - : arXiv, 2022
Abstract: Being able to rank the similarity of short text segments is an interesting bonus feature of neural machine translation. Translation-based similarity measures include direct and pivot translation probability, as well as translation cross-likelihood, which has not been studied so far. We analyze these measures in the common framework of multilingual NMT, releasing the NMTScore library (available at https://github.com/ZurichNLP/nmtscore). Compared to baselines such as sentence embeddings, translation-based measures prove competitive in paraphrase identification and are more robust against adversarial or multilingual input, especially if proper normalization is applied. When used for reference-based evaluation of data-to-text generation in 2 tasks and 17 languages, translation-based measures show a relatively high correlation to human judgments. ...
Keyword: Computation and Language cs.CL; FOS Computer and information sciences
URL: https://dx.doi.org/10.48550/arxiv.2204.13692
https://arxiv.org/abs/2204.13692
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2
Improving Zero-shot Cross-lingual Transfer between Closely Related Languages by injecting Character-level Noise ...
Aepli, Noëmi; Sennrich, Rico. - : arXiv, 2021
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3
On Biasing Transformer Attention Towards Monotonicity ...
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Wino-X: Multilingual Winograd Schemas for Commonsense Reasoning and Coreference Resolution ...
Emelin, Denis; Sennrich, Rico. - : Association for Computational Linguistics, 2021
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ELITR Multilingual Live Subtitling: Demo and Strategy ...
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Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation ...
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Edinburgh’s End-to-End Multilingual Speech Translation System for IWSLT 2021 ...
Zhang, Biao; Sennrich, Rico. - : ACL Anthology, 2021
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On Biasing Transformer Attention Towards Monotonicity ...
Rios, Annette; Amrhein, Chantal; Aepli, Noëmi. - : Association for Computational Linguistics, 2021
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Revisiting Negation in Neural Machine Translation ...
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Understanding the Properties of Minimum Bayes Risk Decoding in Neural Machine Translation ...
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Analyzing the Source and Target Contributions to Predictions in Neural Machine Translation ...
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Vision Matters When It Should: Sanity Checking Multimodal Machine Translation Models ...
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Wino-X: Multilingual Winograd Schemas for Commonsense Reasoning and Coreference Resolution ...
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Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT ...
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Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT ...
Voita, Elena; Sennrich, Rico; Titov, Ivan. - : ACL Anthology, 2021
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16
Contrastive Conditioning for Assessing Disambiguation in MT: A Case Study of Distilled Bias ...
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Language Modeling, Lexical Translation, Reordering: The Training Process of NMT through the Lens of Classical SMT ...
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18
On Biasing Transformer Attention Towards Monotonicity ...
NAACL 2021 2021; Aepli, Noëmi; Amrhein, Chantal. - : Underline Science Inc., 2021
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19
Universal rewriting via machine translation
Mallinson, Jonathan. - : The University of Edinburgh, 2021
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20
Share or Not? Learning to Schedule Language-Specific Capacity for Multilingual Translation
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)
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