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Recent research suggests that neural machine translation (MT) in the news domain has reached human-level performance, but for other professional domains, it is far below the level. In this paper, we conduct a fine-grained systematic human…

计算与语言 · 计算机科学 2021-10-29 Ming Liu , He Zhang , Guanhao Wu

This paper presents a novel approach to machine translation by combining the state of art name entity translation scheme. Improper translation of name entities lapse the quality of machine translated output. In this work, name entities are…

计算与语言 · 计算机科学 2013-10-03 Deepti Bhalla , Nisheeth Joshi , Iti Mathur

For the past 60 years, Research in machine translation is going on. For the development in this field, a lot of new techniques are being developed each day. As a result, we have witnessed development of many automatic machine translators. A…

计算与语言 · 计算机科学 2013-07-25 Nisheeth Joshi , Hemant Darbari , Iti Mathur

We present ALL-IN-1, a simple model for multilingual text classification that does not require any parallel data. It is based on a traditional Support Vector Machine classifier exploiting multilingual word embeddings and character n-grams.…

计算与语言 · 计算机科学 2017-10-27 Barbara Plank

Theoretical work in morphological typology offers the possibility of measuring morphological diversity on a continuous scale. However, literature in Natural Language Processing (NLP) typically labels a whole language with a strict type of…

计算与语言 · 计算机科学 2022-05-09 Arturo Oncevay , Duygu Ataman , Niels van Berkel , Barry Haddow , Alexandra Birch , Johannes Bjerva

Language Models (LMs) such as BERT, have been shown to perform well on the task of identifying Named Entities (NE) in text. A BERT LM is typically used as a classifier to classify individual tokens in the input text, or to classify spans of…

计算与语言 · 计算机科学 2024-03-04 Edward Whittaker , Ikuo Kitagishi

Machine translation (MT) plays an important role in benefiting linguists, sociologists, computer scientists, etc. by processing natural language to translate it into some other natural language. And this demand has grown exponentially over…

计算与语言 · 计算机科学 2019-01-07 Ankush Garg , Mayank Agarwal

Cross-language information retrieval (CLIR), where queries and documents are in different languages, has of late become one of the major topics within the information retrieval community. This paper proposes a Japanese/English CLIR system,…

计算与语言 · 计算机科学 2007-05-23 Atsushi Fujii , Tetsuya Ishikawa

Documenting the construction of an NMT (Neural Machine Translation) system for En/Ja based on the Transformer architecture leveraging the OpenNMT framework. A systematic exploration of corpora pre-processing, hyperparameter tuning and model…

计算与语言 · 计算机科学 2022-02-24 Matthew Bieda

Neural machine translation (NMT) has a drawback in that can generate only high-frequency words owing to the computational costs of the softmax function in the output layer. In Japanese-English NMT, Japanese predicate conjugation causes an…

计算与语言 · 计算机科学 2018-05-28 Michiki Kurosawa , Yukio Matsumura , Hayahide Yamagishi , Mamoru Komachi

Recent research suggests that neural machine translation achieves parity with professional human translation on the WMT Chinese--English news translation task. We empirically test this claim with alternative evaluation protocols,…

计算与语言 · 计算机科学 2018-08-22 Samuel Läubli , Rico Sennrich , Martin Volk

We address the data selection problem in statistical machine translation (SMT) as a classification task. The new data selection method is based on a neural network classifier. We present a new method description and empirical results…

计算与语言 · 计算机科学 2016-12-22 Álvaro Peris , Mara Chinea-Rios , Francisco Casacuberta

One of the most important problems in machine translation (MT) evaluation is to evaluate the similarity between translation hypotheses with different surface forms from the reference, especially at the segment level. We propose to use word…

计算与语言 · 计算机科学 2017-04-04 Junki Matsuo , Mamoru Komachi , Katsuhito Sudoh

The automated categorization (or classification) of texts into predefined categories has witnessed a booming interest in the last ten years, due to the increased availability of documents in digital form and the ensuing need to organize…

信息检索 · 计算机科学 2021-09-21 Fabrizio Sebastiani

This paper describes two new bunsetsu identification methods using supervised learning. Since Japanese syntactic analysis is usually done after bunsetsu identification, bunsetsu identification is important for analyzing Japanese sentences.…

计算与语言 · 计算机科学 2007-05-23 Masaki Murata , Kiyotaka Uchimoto , Qing Ma , Hitoshi Isahara

When translating phrases (words or group of words), human translators, consciously or not, resort to different translation processes apart from the literal translation, such as Idiom Equivalence, Generalization, Particularization, Semantic…

计算与语言 · 计算机科学 2019-04-30 Yuming Zhai , Pooyan Safari , Gabriel Illouz , Alexandre Allauzen , Anne Vilnat

Learning word embeddings using distributional information is a task that has been studied by many researchers, and a lot of studies are reported in the literature. On the contrary, less studies were done for the case of multiple languages.…

计算与语言 · 计算机科学 2020-04-15 Marco Berlot , Evan Kaplan

Neural machine translation (NMT), a new approach to machine translation, has achieved promising results comparable to those of traditional approaches such as statistical machine translation (SMT). Despite its recent success, NMT cannot…

计算与语言 · 计算机科学 2017-09-07 Zi Long , Ryuichiro Kimura , Takehito Utsuro , Tomoharu Mitsuhashi , Mikio Yamamoto

This paper presents an algorithm for selecting an appropriate classifier word for a noun. In Thai language, it frequently happens that there is fluctuation in the choice of classifier for a given concrete noun, both from the point of view…

cmp-lg · 计算机科学 2008-02-03 Virach Sornlertlamvanich , Wantanee Pantachat , Surapant Meknavin

Machine translation (MT) was developed as one of the hottest research topics in the natural language processing (NLP) literature. One important issue in MT is that how to evaluate the MT system reasonably and tell us whether the translation…

计算与语言 · 计算机科学 2022-01-25 Lifeng Han