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Inflection is an essential part of every human language's morphology, yet little effort has been made to unify linguistic theory and computational methods in recent years. Methods of string manipulation are used to infer inflectional…

Computation and Language · Computer Science 2020-09-07 Eleni Metheniti , Guenter Neumann , Josef van Genabith

Morphological inflection generation is the task of generating the inflected form of a given lemma corresponding to a particular linguistic transformation. We model the problem of inflection generation as a character sequence to sequence…

Computation and Language · Computer Science 2016-03-23 Manaal Faruqui , Yulia Tsvetkov , Graham Neubig , Chris Dyer

There have been multiple attempts to resolve various inflection matching problems in information retrieval. Stemming is a common approach to this end. Among many techniques for stemming, statistical stemming has been shown to be effective…

Information Retrieval · Computer Science 2016-06-22 Javid Dadashkarimi , Hossein Nasr Esfahani , Heshaam Faili , Azadeh Shakery

Morphological inflection is a popular task in sub-word NLP with both practical and cognitive applications. For years now, state-of-the-art systems have reported high, but also highly variable, performance across data sets and languages. We…

Computation and Language · Computer Science 2023-05-26 Jordan Kodner , Sarah Payne , Salam Khalifa , Zoey Liu

Neural sequence-to-sequence models are currently the predominant choice for language generation tasks. Yet, on word-level tasks, exact inference of these models reveals the empty string is often the global optimum. Prior works have…

Computation and Language · Computer Science 2021-02-18 Martina Forster , Clara Meister , Ryan Cotterell

Placeholder translation systems enable the users to specify how a specific phrase is translated in the output sentence. The system is trained to output special placeholder tokens, and the user-specified term is injected into the output…

Computation and Language · Computer Science 2022-03-23 Ryokan Ri , Toshiaki Nakazawa , Yoshimasa Tsuruoka

Recent years have brought great advances into solving morphological tasks, mostly due to powerful neural models applied to various tasks as (re)inflection and analysis. Yet, such morphological tasks cannot be considered solved, especially…

Computation and Language · Computer Science 2023-06-23 David Guriel , Omer Goldman , Reut Tsarfaty

In the domain of Morphology, Inflection is a fundamental and important task that gained a lot of traction in recent years, mostly via SIGMORPHON's shared-tasks. With average accuracy above 0.9 over the scores of all languages, the task is…

Computation and Language · Computer Science 2022-03-22 Omer Goldman , David Guriel , Reut Tsarfaty

The traditional approach to morphological inflection (the task of modifying a base word (lemma) to express grammatical categories) has been, for decades, to consider lexical entries of lemma-tag-form triples uniformly, lacking any…

Computation and Language · Computer Science 2025-10-28 Tomáš Sourada , Jana Straková

This paper presents a linguistically driven proof of concept for finding potentially euphemistic terms, or PETs. Acknowledging that PETs tend to be commonly used expressions for a certain range of sensitive topics, we make use of…

Computation and Language · Computer Science 2022-05-24 Patrick Lee , Martha Gavidia , Anna Feldman , Jing Peng

Critical to natural language generation is the production of correctly inflected text. In this paper, we isolate the task of predicting a fully inflected sentence from its partially lemmatized version. Unlike traditional morphological…

Computation and Language · Computer Science 2019-05-07 Ekaterina Vylomova , Ryan Cotterell , Timothy Baldwin , Trevor Cohn , Jason Eisner

Statistical morphological inflectors are typically trained on fully supervised, type-level data. One remaining open research question is the following: How can we effectively exploit raw, token-level data to improve their performance? To…

Computation and Language · Computer Science 2020-02-26 Lawrence Wolf-Sonkin , Jason Naradowsky , Sabrina J. Mielke , Ryan Cotterell

We propose a novel morphologically aware probability model for bilingual lexicon induction, which jointly models lexeme translation and inflectional morphology in a structured way. Our model exploits the basic linguistic intuition that the…

Computation and Language · Computer Science 2020-11-17 Paula Czarnowska , Sebastian Ruder , Ryan Cotterell , Ann Copestake

The problem of word search in Sanskrit is inseparable from complexities that include those caused by euphonic conjunctions and case-inflections. The case-inflectional forms of a noun normally number 24 owing to the fact that in Sanskrit…

Computation and Language · Computer Science 2014-12-18 S V Kasmir Raja , V Rajitha , Lakshmanan Meenakshi

Large Language Models (LLMs) have shown significant progress on various multilingual benchmarks and are increasingly used to generate and evaluate text in non-English languages. However, while they may produce fluent outputs, it remains…

Computation and Language · Computer Science 2025-07-01 Mohammed J. Saeed , Tommi Vehvilainen , Evgeny Fedoseev , Sevil Caliskan , Tatiana Vodolazova

We investigate inflection structure of a synthetic language using Latin as an example. We construct a bipartite graph in which one group of vertices correspond to dictionary headwords and the other group to inflected forms encountered in a…

Computation and Language · Computer Science 2023-12-18 Henryk Fukś

The concept of inflection classes is an abstraction used by linguists, and provides a means to describe patterns in languages that give an analogical base for deducing previously unencountered forms. This ability is an important part of…

Computation and Language · Computer Science 2025-12-18 Peter Dekker , Heikki Rasilo , Bart de Boer

In this paper, we propose a deep convolutional neural network-based acoustic word embedding system on code-switching query by example spoken term detection. Different from previous configurations, we combine audio data in two languages for…

Audio and Speech Processing · Electrical Eng. & Systems 2020-05-26 Murong Ma , Haiwei Wu , Xuyang Wang , Lin Yang , Junjie Wang , Ming Li

Searches for phrases and word sets in large text arrays by means of additional indexes are considered. Their use may reduce the query-processing time by an order of magnitude in comparison with standard inverted files.

Information Retrieval · Computer Science 2018-11-27 A. B. Veretennikov

Descriptions of complex nominal or verbal systems make use of inflectional classes. Inflectional classes bring together nouns which have similar stem changes and use similar exponents in their paradigms. Although inflectional classes can be…

Computation and Language · Computer Science 2025-09-08 Alexandre Nikolaev , Yu-Ying Chuang , R. Harald Baayen
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