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Parallel text is required for building high-quality machine translation (MT) systems, as well as for other multilingual NLP applications. For many South Asian languages, such data is in short supply. In this paper, we described a new…

Computation and Language · Computer Science 2020-01-28 Barry Haddow , Faheem Kirefu

We present MLSUM, the first large-scale MultiLingual SUMmarization dataset. Obtained from online newspapers, it contains 1.5M+ article/summary pairs in five different languages -- namely, French, German, Spanish, Russian, Turkish. Together…

Computation and Language · Computer Science 2020-05-01 Thomas Scialom , Paul-Alexis Dray , Sylvain Lamprier , Benjamin Piwowarski , Jacopo Staiano

The availability of parallel texts is crucial to the performance of machine translation models. However, most of the world's languages face the predominant challenge of data scarcity. In this paper, we propose strategies to synthesize…

Computation and Language · Computer Science 2024-02-06 Md Mahfuz Ibn Alam , Sina Ahmadi , Antonios Anastasopoulos

The quality and accessibility of multilingual datasets are crucial for advancing machine translation. However, previous corpora built from United Nations documents have suffered from issues such as opaque process, difficulty of…

Computation and Language · Computer Science 2025-09-22 Qiuyang Lu , Fangjian Shen , Zhengkai Tang , Qiang Liu , Hexuan Cheng , Hui Liu , Wushao Wen

We present sentence aligned parallel corpora across 10 Indian Languages - Hindi, Telugu, Tamil, Malayalam, Gujarati, Urdu, Bengali, Oriya, Marathi, Punjabi, and English - many of which are categorized as low resource. The corpora are…

Computation and Language · Computer Science 2020-07-16 Shashank Siripragada , Jerin Philip , Vinay P. Namboodiri , C V Jawahar

We present 20min-XD (20 Minuten cross-lingual document-level), a French-German, document-level comparable corpus of news articles, sourced from the Swiss online news outlet 20 Minuten/20 minutes. Our dataset comprises around 15,000 article…

Computation and Language · Computer Science 2025-05-01 Michelle Wastl , Jannis Vamvas , Selena Calleri , Rico Sennrich

We present the ELITR ECA corpus, a multilingual corpus derived from publications of the European Court of Auditors. We use automatic translation together with Bleualign to identify parallel sentence pairs in all 506 translation directions.…

Computation and Language · Computer Science 2021-09-16 Philip Williams , Barry Haddow

Singlish, a Creole language rooted in English, is a key focus in linguistic research within multilingual and multicultural contexts. However, its spoken form remains underexplored, limiting insights into its linguistic structure and…

Computation and Language · Computer Science 2025-01-14 Bin Wang , Xunlong Zou , Shuo Sun , Wenyu Zhang , Yingxu He , Zhuohan Liu , Chengwei Wei , Nancy F. Chen , AiTi Aw

Web-crawled data provides a good source of parallel corpora for training machine translation models. It is automatically obtained, but extremely noisy, and recent work shows that neural machine translation systems are more sensitive to…

Computation and Language · Computer Science 2020-05-14 Boliang Zhang , Ajay Nagesh , Kevin Knight

We describe our experience with automatic alignment of sentences in parallel English-Chinese texts. Our report concerns three related topics: (1) progress on the HKUST English-Chinese Parallel Bilingual Corpus; (2) experiments addressing…

cmp-lg · Computer Science 2016-08-31 Dekai Wu

This paper proposes a mechanism for learning pattern correspondences between two languages from a corpus of translated sentence pairs. The proposed mechanism uses analogical reasoning between two translations. Given a pair of translations,…

cmp-lg · Computer Science 2008-02-03 Ilyas Cicekli , H. Altay Guvenir

The success of a text simplification system heavily depends on the quality and quantity of complex-simple sentence pairs in the training corpus, which are extracted by aligning sentences between parallel articles. To evaluate and improve…

Computation and Language · Computer Science 2021-09-01 Chao Jiang , Mounica Maddela , Wuwei Lan , Yang Zhong , Wei Xu

In machine translation, a common problem is that the translation of certain words even if translated can cause incomprehension of the target language audience due to different cultural backgrounds. A solution to solve this problem is to add…

Computation and Language · Computer Science 2023-09-25 Renhan Lou , Jan Niehues

Parallel sentence extraction is a task addressing the data sparsity problem found in multilingual natural language processing applications. We propose a bidirectional recurrent neural network based approach to extract parallel sentences…

Computation and Language · Computer Science 2018-08-28 Francis Grégoire , Philippe Langlais

Neural Machine Translation (NMT) has been proven to achieve impressive results. The NMT system translation results depend strongly on the size and quality of parallel corpora. Nevertheless, for many language pairs, no rich-resource parallel…

Computation and Language · Computer Science 2019-05-23 Jinyi Zhang , Tadahiro Matsumoto

A recent research line has obtained strong results on bilingual lexicon induction by aligning independently trained word embeddings in two languages and using the resulting cross-lingual embeddings to induce word translation pairs through…

Computation and Language · Computer Science 2021-12-28 Mikel Artetxe , Gorka Labaka , Eneko Agirre

Resources for the non-English languages are scarce and this paper addresses this problem in the context of machine translation, by automatically extracting parallel sentence pairs from the multilingual articles available on the Internet. In…

Computation and Language · Computer Science 2018-06-27 Sree Harsha Ramesh , Krishna Prasad Sankaranarayanan

Neural Machine Translation with its significant results, still has a great problem: lack or absence of parallel corpus for many languages. This article suggests a method for generating considerable amount of parallel corpus for any language…

Computation and Language · Computer Science 2018-04-12 Farshad Jafari

The number of Language Models (LMs) dedicated to processing scientific text is on the rise. Keeping pace with the rapid growth of scientific LMs (SciLMs) has become a daunting task for researchers. To date, no comprehensive surveys on…

Computation and Language · Computer Science 2024-02-01 Xanh Ho , Anh Khoa Duong Nguyen , An Tuan Dao , Junfeng Jiang , Yuki Chida , Kaito Sugimoto , Huy Quoc To , Florian Boudin , Akiko Aizawa

We present a corpus of sentence-aligned triples of German audio, German text, and English translation, based on German audiobooks. The speech translation data consist of 110 hours of audio material aligned to over 50k parallel sentences. An…

Computation and Language · Computer Science 2020-03-05 Benjamin Beilharz , Xin Sun , Sariya Karimova , Stefan Riezler