Language models are multilingual chain-of-thought reasoners

F Shi, M Suzgun, M Freitag, X Wang, S Srivats… - arXiv preprint arXiv …, 2022 - arxiv.org
We evaluate the reasoning abilities of large language models in multilingual settings. We
introduce the Multilingual Grade School Math (MGSM) benchmark, by manually translating …

Dictionary-based phrase-level prompting of large language models for machine translation

M Ghazvininejad, H Gonen, L Zettlemoyer - arXiv preprint arXiv …, 2023 - arxiv.org
Large language models (LLMs) demonstrate remarkable machine translation (MT) abilities
via prompting, even though they were not explicitly trained for this task. However, even given …

Improving word translation via two-stage contrastive learning

Y Li, F Liu, N Collier, A Korhonen, I Vulić - arXiv preprint arXiv:2203.08307, 2022 - arxiv.org
Word translation or bilingual lexicon induction (BLI) is a key cross-lingual task, aiming to
bridge the lexical gap between different languages. In this work, we propose a robust and …

Automatic translation alignment for ancient greek and latin

T Yousef, C Palladino, DJ Wright… - Proceedings of the …, 2022 - aclanthology.org
This paper presents the results of automatic translation alignment experiments on a corpus
of texts in Ancient Greek translated into Latin. We used a state-of-the-art alignment workflow …

Improving bilingual lexicon induction with cross-encoder reranking

Y Li, F Liu, I Vulić, A Korhonen - arXiv preprint arXiv:2210.16953, 2022 - arxiv.org
Bilingual lexicon induction (BLI) with limited bilingual supervision is a crucial yet challenging
task in multilingual NLP. Current state-of-the-art BLI methods rely on the induction of cross …

Combining static word embeddings and contextual representations for bilingual lexicon induction

J Zhang, B Ji, N Xiao, X Duan, M Zhang, Y Shi… - arXiv preprint arXiv …, 2021 - arxiv.org
Bilingual Lexicon Induction (BLI) aims to map words in one language to their translations in
another, and is typically through learning linear projections to align monolingual word …

Multilingual sentence transformer as a multilingual word aligner

W Wang, G Chen, H Wang, Y Han, Y Chen - arXiv preprint arXiv …, 2023 - arxiv.org
Multilingual pretrained language models (mPLMs) have shown their effectiveness in
multilingual word alignment induction. However, these methods usually start from mBERT or …

MUSEDA: multilingual unsupervised and supervised embedding for domain adaption

X Liang, Z Gu, Y Xie, L Wang, Z Tian - Knowledge-Based Systems, 2023 - Elsevier
Based on the assumption of isomorphism, approaches for generating high-quality, low-cost
multilingual word embeddings (MLWEs) have been critical mechanisms for facilitating …

CombAlign: a tool for obtaining high-quality word alignments

S Steingrímsson, H Loftsson, A Way - Proceedings of the 23rd …, 2021 - aclanthology.org
Being able to generate accurate word alignments is useful for a variety of tasks. While
statistical word aligners can work well, especially when parallel training data are plentiful …

Substructure distribution projection for zero-shot cross-lingual dependency parsing

H Shi, K Gimpel, K Livescu - arXiv preprint arXiv:2110.08538, 2021 - arxiv.org
We present substructure distribution projection (SubDP), a technique that projects a
distribution over structures in one domain to another, by projecting substructure distributions …