Search Results for author: Maria Nădejde

Found 5 papers, 3 papers with code

Pseudo-Label Training and Model Inertia in Neural Machine Translation

no code implementations19 May 2023 Benjamin Hsu, Anna Currey, Xing Niu, Maria Nădejde, Georgiana Dinu

While the effect of PLT on quality is well-documented, we highlight a lesser-known effect: PLT can enhance a model's stability to model updates and input perturbations, a set of properties we call model inertia.

Knowledge Distillation Machine Translation +3

MT-GenEval: A Counterfactual and Contextual Dataset for Evaluating Gender Accuracy in Machine Translation

1 code implementation2 Nov 2022 Anna Currey, Maria Nădejde, Raghavendra Pappagari, Mia Mayer, Stanislas Lauly, Xing Niu, Benjamin Hsu, Georgiana Dinu

As generic machine translation (MT) quality has improved, the need for targeted benchmarks that explore fine-grained aspects of quality has increased.

counterfactual Ethics +3

CoCoA-MT: A Dataset and Benchmark for Contrastive Controlled MT with Application to Formality

2 code implementations Findings (NAACL) 2022 Maria Nădejde, Anna Currey, Benjamin Hsu, Xing Niu, Marcello Federico, Georgiana Dinu

However, in many cases, multiple different translations are valid and the appropriate translation may depend on the intended target audience, characteristics of the speaker, or even the relationship between speakers.

Machine Translation Sentence +2

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