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1
The FLORES-101 Evaluation Benchmark for Low-Resource and Multilingual Machine Translation ...
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LAWDR: Language-Agnostic Weighted Document Representations from Pre-trained Models ...
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3
Classification-based Quality Estimation: Small and Efficient Models for Real-world Applications ...
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4
Improving Zero-Shot Translation by Disentangling Positional Information ...
Liu, Danni; Niehues, Jan; Cross, James. - : Association for Computational Linguistics, 2021
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5
As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ...
Abstract: Read paper: https://www.aclanthology.org/2021.findings-acl.415 Abstract: Mistranslated numbers have the potential to cause serious effects, such as financial loss or medical misinformation. In this work, we develop comprehensive assessments of the robustness of neural machine translation systems to numerical text via behavioural testing. We explore a variety of numerical translation capabilities a system is expected to exhibit and design effective test examples to expose system underperformance. We find that numerical mistranslation is a general issue: major commercial systems and state-of-the-art research models fail on many of our test examples, for high- and low-resource languages. Our tests reveal novel errors that have not previously been reported in NMT systems, to the best of our knowledge. Lastly, we discuss strategies to mitigate numerical mistranslation. ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Neural Network; Semantics
URL: https://underline.io/lecture/26506-as-easy-as-1,-2,-3-behavioural-testing-of-nmt-systems-for-numerical-translation
https://dx.doi.org/10.48448/n4dc-5176
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6
Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ...
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7
Detecting Hallucinated Content in Conditional Neural Sequence Generation ...
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8
Alternative Input Signals Ease Transfer in Multilingual Machine Translation ...
Sun, Simeng; Fan, Angela; Cross, James. - : arXiv, 2021
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9
Improving Zero-Shot Translation by Disentangling Positional Information ...
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10
XLEnt: Mining a Large Cross-lingual Entity Dataset with Lexical-Semantic-Phonetic Word Alignment ...
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11
Adapting High-resource NMT Models to Translate Low-resource Related Languages without Parallel Data ...
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12
Improving Zero-Shot Translation by Disentangling Positional Information
Liu, Danni; Li, Xian; Niehues, Jan. - : Association for Computational Linguistics, 2021
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13
Massively Multilingual Document Alignment with Cross-lingual Sentence-Mover's Distance ...
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14
MLQE-PE: A Multilingual Quality Estimation and Post-Editing Dataset ...
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15
Improving Zero-Shot Translation by Disentangling Positional Information ...
Liu, Danni; Niehues, Jan; Cross, James. - : arXiv, 2020
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16
Unsupervised quality estimation for neural machine translation
In: 8 ; 539 ; 555 (2020)
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17
An exploratory study on multilingual quality estimation
In: 366 ; 377 (2020)
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18
BERGAMOT-LATTE submissions for the WMT20 quality estimation shared task
In: 1010 ; 1017 (2020)
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19
Findings of the WMT 2020 shared task on quality estimation
In: 743 ; 764 (2020)
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20
MLQE-PE: A multilingual quality estimation and post-editing dataset
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