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PoS tags, once taken for granted as a useful resource for syntactic parsing, have become more situational with the popularization of deep learning. Recent work on the impact of PoS tags on graph- and transition-based parsers suggests that…

Computation and Language · Computer Science 2022-10-28 Alberto Muñoz-Ortiz , Mark Anderson , David Vilares , Carlos Gómez-Rodríguez

Language models for speech recognition tend to concentrate solely on recognizing the words that were spoken. In this paper, we redefine the speech recognition problem so that its goal is to find both the best sequence of words and their…

cmp-lg · Computer Science 2008-02-03 Peter A. Heeman , James F. Allen

We present a novel algorithm for optimizing the order in which Chinese characters are learned, one that incorporates the benefits of learning them in order of usage frequency and in order of their hierarchal structural relationships. We…

Computation and Language · Computer Science 2017-02-08 James C. Loach , Jinzhao Wang

An ability that underlies human syntactic knowledge is determining which words can appear in the similar structures (i.e. grouping words by their syntactic categories). These groupings enable humans to combine structures in order to…

Computation and Language · Computer Science 2023-12-19 Niels Dickson

Simultaneous translation is a task in which translation begins before the speaker has finished speaking, so it is important to decide when to start the translation process. However, deciding whether to read more input words or start to…

Computation and Language · Computer Science 2021-10-27 Yasumasa Kano , Katsuhito Sudoh , Satoshi Nakamura

This paper discusses the experiments carried out by us at Jadavpur University as part of the participation in ICON 2015 task: POS Tagging for Code-mixed Indian Social Media Text. The tool that we have developed for the task is based on…

Computation and Language · Computer Science 2016-01-07 Kamal Sarkar

The task of assigning and validating internationally accepted commodity code (HS code) to traded goods is one of the critical functions at the customs office. This decision is crucial to importers and exporters, as it determines the tariff…

Artificial Intelligence · Computer Science 2021-11-03 Eunji Lee , Sundong Kim , Sihyun Kim , Sungwon Park , Meeyoung Cha , Soyeon Jung , Suyoung Yang , Yeonsoo Choi , Sungdae Ji , Minsoo Song , Heeja Kim

System combination is an important technique for combining the hypotheses of different machine translation systems to improve translation performance. Although early statistical approaches to system combination have been proven effective in…

Computation and Language · Computer Science 2020-07-15 Xuancheng Huang , Jiacheng Zhang , Zhixing Tan , Derek F. Wong , Huanbo Luan , Jingfang Xu , Maosong Sun , Yang Liu

In machine translation, we often try to collect resources to improve performance. However, most of the language pairs, such as Korean-Arabic and Korean-Vietnamese, do not have enough resources to train machine translation systems. In this…

Computation and Language · Computer Science 2018-02-15 Gyu-Hyeon Choi , Jong-Hun Shin , Young-Kil Kim

A bi-directional Korean/English dialog translation system is designed and implemented using the memory-based translation technique. The system KEMDT (Korean/English Memory-based Dialog Translation system) can perform Korean to English, and…

cmp-lg · Computer Science 2016-08-31 Geunbae Lee , Hanmin Jung , Jong-Hyeok Lee

Sequence model learning algorithms typically maximize log-likelihood minus the norm of the model (or minimize Hamming loss + norm). In cross-lingual part-of-speech (POS) tagging, our target language training data consists of sequences of…

Computation and Language · Computer Science 2016-01-12 Anders Søgaard

The recently released ChatGPT has demonstrated surprising abilities in natural language understanding and natural language generation. Machine translation relies heavily on the abilities of language understanding and generation. Thus, in…

Computation and Language · Computer Science 2023-04-24 Yuan Gao , Ruili Wang , Feng Hou

Text summarization refers to the process that generates a shorter form of text from the source document preserving salient information. Many existing works for text summarization are generally evaluated by using recall-oriented understudy…

Computation and Language · Computer Science 2020-11-03 Dongyub Lee , Myeongcheol Shin , Taesun Whang , Seungwoo Cho , Byeongil Ko , Daniel Lee , Eunggyun Kim , Jaechoon Jo

Cross-lingual transfer learning is an invaluable tool for overcoming data scarcity, yet selecting a suitable transfer language remains a challenge. The precise roles of linguistic typology, training data, and model architecture in transfer…

Computation and Language · Computer Science 2025-03-27 Enora Rice , Ali Marashian , Hannah Haynie , Katharina von der Wense , Alexis Palmer

Due to the scarcity of part-of-speech annotated data, existing studies on low-resource languages typically adopt unsupervised approaches for POS tagging. Among these, POS tag projection with word alignment method transfers POS tags from a…

Computation and Language · Computer Science 2026-02-11 Jianyu Zheng

Continuous word representations learned separately on distinct languages can be aligned so that their words become comparable in a common space. Existing works typically solve a least-square regression problem to learn a rotation aligning a…

Computation and Language · Computer Science 2018-09-06 Armand Joulin , Piotr Bojanowski , Tomas Mikolov , Herve Jegou , Edouard Grave

Concerning different approaches to automatic PoS tagging: EngCG-2, a constraint-based morphological tagger, is compared in a double-blind test with a state-of-the-art statistical tagger on a common disambiguation task using a common tag…

cmp-lg · Computer Science 2008-02-03 Christer Samuelsson , Atro Voutilainen

The task of assigning internationally accepted commodity codes (aka HS codes) to traded goods is a critical function of customs offices. Like court decisions made by judges, this task follows the doctrine of precedent and can be nontrivial…

Artificial Intelligence · Computer Science 2023-11-21 Eunji Lee , Sihyeon Kim , Sundong Kim , Soyeon Jung , Heeja Kim , Meeyoung Cha

Interpretability in Table Question Answering (Table QA) is critical, especially in high-stakes domains like finance and healthcare. While recent Table QA approaches based on Large Language Models (LLMs) achieve high accuracy, they often…

Computation and Language · Computer Science 2025-07-01 Giang Nguyen , Ivan Brugere , Shubham Sharma , Sanjay Kariyappa , Anh Totti Nguyen , Freddy Lecue

Automated metrics for machine translation attempt to replicate human judgment. Unlike humans, who often assess a translation in the context of multiple alternatives, these metrics typically consider only the source sentence and a single…

Computation and Language · Computer Science 2025-08-27 Maike Züfle , Vilém Zouhar , Tu Anh Dinh , Felipe Maia Polo , Jan Niehues , Mrinmaya Sachan
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