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49 - A test-suite for the evaluation of Portuguese-English machine translations ...
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Observing the Learning Curve of Neural Machine Translation with regard to Linguistic Phenomena ...
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Fine-grained linguistic evaluation for state-of-the-art Machine Translation ...
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Abstract:
This paper describes a test suite submission providing detailed statistics of linguistic performance for the state-of-the-art German-English systems of the Fifth Conference of Machine Translation (WMT20). The analysis covers 107 phenomena organized in 14 categories based on about 5,500 test items, including a manual annotation effort of 45 person hours. Two systems (Tohoku and Huoshan) appear to have significantly better test suite accuracy than the others, although the best system of WMT20 is not significantly better than the one from WMT19 in a macro-average. Additionally, we identify some linguistic phenomena where all systems suffer (such as idioms, resultative predicates and pluperfect), but we are also able to identify particular weaknesses for individual systems (such as quotation marks, lexical ambiguity and sluicing). Most of the systems of WMT19 which submitted new versions this year show improvements. ... : 11 pages, 1 figure, Fifth Conference of Machine Translation, WMT20 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://dx.doi.org/10.48550/arxiv.2010.06359 https://arxiv.org/abs/2010.06359
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Fine-grained evaluation of Quality Estimation for Machine translation based on a linguistically-motivated Test Suite ...
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Fine-grained evaluation of German-English Machine Translation based on a Test Suite ...
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Linguistic evaluation of German-English Machine Translation using a Test Suite ...
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Universal Dependencies 2.2
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In: https://hal.archives-ouvertes.fr/hal-01930733 ; 2018 (2018)
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Universal Dependencies 2.1
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In: https://hal.inria.fr/hal-01682188 ; 2017 (2017)
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Universal Dependencies 2.0 – CoNLL 2017 Shared Task Development and Test Data
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