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Pushing the right buttons: adversarial evaluation of quality estimation
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In: Proceedings of the Sixth Conference on Machine Translation ; 625 ; 638 (2022)
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Assessing Reference-Free Peer Evaluation for Machine Translation ...
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Abstract:
Reference-free evaluation has the potential to make machine translation evaluation substantially more scalable, allowing us to pivot easily to new languages or domains. It has been recently shown that the probabilities given by a large, multilingual model can achieve state of the art results when used as a reference-free metric. We experiment with various modifications to this model and demonstrate that by scaling it up we can match the performance of BLEU. We analyze various potential weaknesses of the approach and find that it is surprisingly robust and likely to offer reasonable performance across a broad spectrum of domains and different system qualities. ... : NAACL 2021 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences
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URL: https://arxiv.org/abs/2104.05146
https://dx.doi.org/10.48550/arxiv.2104.05146
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Making or breaking informal volunteering : welfare statism and social capital in a sub-national comparative perspective
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In: European Societies ; 12 (2010), 5. - S. 627-652. - ISSN 1461-6696 (2010)
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