(backtranslation, method based on equivalence constraint theory) under aĭiverse set of conditions. With (and in some cases is even superior to) several standard methods Weįind that, although simple, our synthetic code-mixing method is competitive 1 Whether this is the same language spoken on Cybertron during the Great War is unknown, though displays on the Ark and exterior markings on the Nemesis use it. Cybertronix is the modern written and spoken language of the Transformers during the Beast Era. This additional data, we adopt a curriculum learning approach where we firstįinetune the language models on synthetic data then on gold code-mixed data. Abcdefghijklmnopqrstuvwxyz, its the most remarkable word Ive ever seen. Generating code-mixed texts from bilingual distributed representations that weĮxploit for improving language model performance. Of training data for code-mixing, we also propose a dependency-free method for (i.e., mT5 and mBART) on the task finding both to work well. Given the recent success of pretrained language models, weĪlso test the utility of two recent Transformer-based encoder-decoder models Range of models that convert monolingual English text into Hinglish (code-mixed Monolingual and code-mixed language pairs. Download a PDF of the paper titled Exploring Text-to-Text Transformers for English to Hinglish Machine Translation with Synthetic Code-Mixing, by Ganesh Jawahar and 3 other authors Download PDF Abstract: We describe models focused at the understudied problem of translating between
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