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We present an orthography-aware error analysis of Japanese past-tense morphological inflection, treating hiragana not merely as a transcriptional medium, but as a representational system encoding morphophonological distinctions that may…

Computation and Language · Computer Science 2026-05-25 Wen Zhang

Accurate neural models are much less efficient than non-neural models and are useless for processing billions of social media posts or handling user queries in real time with a limited budget. This study revisits the fastest pattern-based…

Computation and Language · Computer Science 2023-05-31 Naoki Yoshinaga

This study extracted and analyzed the linguistic speech patterns that characterize Japanese anime or game characters. Conventional morphological analyzers, such as MeCab, segment words with high performance, but they are unable to segment…

Computation and Language · Computer Science 2022-03-08 Mika Kishino , Kanako Komiya

Morphological analysis involves predicting the syntactic traits of a word (e.g. {POS: Noun, Case: Acc, Gender: Fem}). Previous work in morphological tagging improves performance for low-resource languages (LRLs) through cross-lingual…

Computation and Language · Computer Science 2018-07-12 Chaitanya Malaviya , Matthew R. Gormley , Graham Neubig

This study presents a Long Short-Term Memory (LSTM) neural network approach to Japanese word segmentation (JWS). Previous studies on Chinese word segmentation (CWS) succeeded in using recurrent neural networks such as LSTM and gated…

Computation and Language · Computer Science 2018-09-28 Yoshiaki Kitagawa , Mamoru Komachi

Due to the fact that Korean is a highly agglutinative, character-rich language, previous work on Korean morphological analysis typically employs the use of sub-character features known as graphemes or otherwise utilizes comprehensive prior…

Computation and Language · Computer Science 2018-06-29 Andrew Matteson , Chanhee Lee , Young-Bum Kim , Heuiseok Lim

Automatic scoring system is extremely complex for any language. Because natural language itself is a complex model. When we evaluate articles generated by natural language, we need to view the articles from many dimensions such as word…

Computation and Language · Computer Science 2020-08-27 Wanhong Huang

Given the lack of word delimiters in written Japanese, word segmentation is generally considered a crucial first step in processing Japanese texts. Typical Japanese segmentation algorithms rely either on a lexicon and syntactic analysis or…

Computation and Language · Computer Science 2007-05-23 Rie Kubota Ando , Lillian Lee

This paper presents a joint model for performing unsupervised morphological analysis on words, and learning a character-level composition function from morphemes to word embeddings. Our model splits individual words into segments, and…

Computation and Language · Computer Science 2016-06-09 Kris Cao , Marek Rei

Furigana are pronunciation notes used in Japanese writing. Being able to detect these can help improve optical character recognition (OCR) performance or make more accurate digital copies of Japanese written media by correctly displaying…

Computer Vision and Pattern Recognition · Computer Science 2022-07-11 Nikolaj Kjøller Bjerregaard , Veronika Cheplygina , Stefan Heinrich

Morphological analysis and disambiguation is an important task and a crucial preprocessing step in natural language processing of morphologically rich languages. Kinyarwanda, a morphologically rich language, currently lacks tools for…

Computation and Language · Computer Science 2022-03-18 Antoine Nzeyimana

Morphological analysis is an important subtask in text-to-speech conversion, hyphenation, and other language engineering tasks. The traditional approach to performing morphological analysis is to combine a morpheme lexicon, sets of…

cmp-lg · Computer Science 2008-02-03 Antal van den Bosch , Walter Daelemans , Ton Weijters

Canonical morphological segmentation is the process of analyzing words into the standard (aka underlying) forms of their constituent morphemes. This is a core task in language documentation, and NLP systems have the potential to…

Computation and Language · Computer Science 2024-10-16 Enora Rice , Ali Marashian , Luke Gessler , Alexis Palmer , Katharina von der Wense

We examine a methodology using neural language models (LMs) for analyzing the word order of language. This LM-based method has the potential to overcome the difficulties existing methods face, such as the propagation of preprocessor errors…

Computation and Language · Computer Science 2020-05-05 Tatsuki Kuribayashi , Takumi Ito , Jun Suzuki , Kentaro Inui

Morphological analysis (MA) and lexical normalization (LN) are both important tasks for Japanese user-generated text (UGT). To evaluate and compare different MA/LN systems, we have constructed a publicly available Japanese UGT corpus. Our…

Computation and Language · Computer Science 2021-04-09 Shohei Higashiyama , Masao Utiyama , Taro Watanabe , Eiichiro Sumita

Sign language is a visual language expressed through hand movements and non-manual markers. Non-manual markers include facial expressions and head movements. These expressions vary across different nations. Therefore, specialized analysis…

Computer Vision and Pattern Recognition · Computer Science 2025-06-25 Yui Tatsumi , Shoko Tanaka , Shunsuke Akamatsu , Takahiro Shindo , Hiroshi Watanabe

Morphological parsing is the task of decomposing words into morphemes, the smallest units of meaning in a language, and labelling their grammatical roles. It is a particularly challenging task for agglutinative languages, such as the Nguni…

Computation and Language · Computer Science 2025-05-20 Cael Marquard , Simbarashe Mawere , Francois Meyer

Morphological Segmentation involves decomposing words into morphemes, the smallest meaning-bearing units of language. This is an important NLP task for morphologically-rich agglutinative languages such as the Southern African Nguni language…

Computation and Language · Computer Science 2021-04-05 Tumi Moeng , Sheldon Reay , Aaron Daniels , Jan Buys

We consider the problem of disambiguating the lemma and part of speech of ambiguous words in morphologically rich languages. We propose a method for disambiguating ambiguous words in context, using a large un-annotated corpus of text, and a…

Computation and Language · Computer Science 2020-07-14 José María Hoya Quecedo , Maximilian W. Koppatz , Giacomo Furlan , Roman Yangarber

Subword segmentation is typically applied in preprocessing and stays fixed during training. Alternatively, it can be learned during training to optimise the training objective. In this paper we study the learning dynamics of subword…

Computation and Language · Computer Science 2025-11-20 Francois Meyer , Jan Buys
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