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Akshay Batheja

2 accepted papers

2023

“A Little is Enough”: Few-Shot Quality Estimation based Corpus Filtering improves Machine Translation

ACL 2023findings

Quality Estimation (QE) is the task of evaluating the quality of a translation when reference translation is not available. The goal of QE aligns with the task of corpus filtering, where we assign the quality score to the sentence pairs present in the pseudo-parallel corpus. We propose a Quality Est…

2022

Improving Machine Translation with Phrase Pair Injection and Corpus Filtering

EMNLP 2022main

In this paper, we show that the combination of Phrase Pair Injection and Corpus Filtering boosts the performance of Neural Machine Translation (NMT) systems. We extract parallel phrases and sentences from the pseudo-parallel corpus and augment it with the parallel corpus to train the NMT models. Wit…