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The Universal Morphology (UniMorph) project is a collaborative effort providing broad-coverage instantiated normalized morphological inflection tables for hundreds of diverse world languages. The project comprises two major thrusts: a…

Computation and Language · Computer Science 2022-06-22 Khuyagbaatar Batsuren , Omer Goldman , Salam Khalifa , Nizar Habash , Witold Kieraś , Gábor Bella , Brian Leonard , Garrett Nicolai , Kyle Gorman , Yustinus Ghanggo Ate , Maria Ryskina , Sabrina J. Mielke , Elena Budianskaya , Charbel El-Khaissi , Tiago Pimentel , Michael Gasser , William Lane , Mohit Raj , Matt Coler , Jaime Rafael Montoya Samame , Delio Siticonatzi Camaiteri , Benoît Sagot , Esaú Zumaeta Rojas , Didier López Francis , Arturo Oncevay , Juan López Bautista , Gema Celeste Silva Villegas , Lucas Torroba Hennigen , Adam Ek , David Guriel , Peter Dirix , Jean-Philippe Bernardy , Andrey Scherbakov , Aziyana Bayyr-ool , Antonios Anastasopoulos , Roberto Zariquiey , Karina Sheifer , Sofya Ganieva , Hilaria Cruz , Ritván Karahóǧa , Stella Markantonatou , George Pavlidis , Matvey Plugaryov , Elena Klyachko , Ali Salehi , Candy Angulo , Jatayu Baxi , Andrew Krizhanovsky , Natalia Krizhanovskaya , Elizabeth Salesky , Clara Vania , Sardana Ivanova , Jennifer White , Rowan Hall Maudslay , Josef Valvoda , Ran Zmigrod , Paula Czarnowska , Irene Nikkarinen , Aelita Salchak , Brijesh Bhatt , Christopher Straughn , Zoey Liu , Jonathan North Washington , Yuval Pinter , Duygu Ataman , Marcin Wolinski , Totok Suhardijanto , Anna Yablonskaya , Niklas Stoehr , Hossep Dolatian , Zahroh Nuriah , Shyam Ratan , Francis M. Tyers , Edoardo M. Ponti , Grant Aiton , Aryaman Arora , Richard J. Hatcher , Ritesh Kumar , Jeremiah Young , Daria Rodionova , Anastasia Yemelina , Taras Andrushko , Igor Marchenko , Polina Mashkovtseva , Alexandra Serova , Emily Prud'hommeaux , Maria Nepomniashchaya , Fausto Giunchiglia , Eleanor Chodroff , Mans Hulden , Miikka Silfverberg , Arya D. McCarthy , David Yarowsky , Ryan Cotterell , Reut Tsarfaty , Ekaterina Vylomova

We introduce a Japanese Morphology dataset, J-UniMorph, developed based on the UniMorph feature schema. This dataset addresses the unique and rich verb forms characteristic of the language's agglutinative nature. J-UniMorph distinguishes…

Computation and Language · Computer Science 2024-02-23 Kosuke Matsuzaki , Masaya Taniguchi , Kentaro Inui , Keisuke Sakaguchi

The Universal Morphology UniMorph project is a collaborative effort to improve how NLP handles complex morphology across the world's languages. The project releases annotated morphological data using a universal tagset, the UniMorph schema.…

Morphological tasks use large multi-lingual datasets that organize words into inflection tables, which then serve as training and evaluation data for various tasks. However, a closer inspection of these data reveals profound…

Computation and Language · Computer Science 2022-10-20 Omer Goldman , Reut Tsarfaty

Collecting and annotating morphological data present significant challenges, requiring linguistic expertise, methodological rigour, and substantial resources. These barriers are particularly acute for low-resource languages and varieties.…

Computation and Language · Computer Science 2026-04-07 Aso Mahmudi , Sina Ahmadi , Kemal Kurniawan , Rico Sennrich , Eduard Hovy , Ekaterina Vylomova

The Universal Dependencies (UD) and Universal Morphology (UniMorph) projects each present schemata for annotating the morphosyntactic details of language. Each project also provides corpora of annotated text in many languages - UD at the…

Computation and Language · Computer Science 2019-10-28 Arya D. McCarthy , Miikka Silfverberg , Ryan Cotterell , Mans Hulden , David Yarowsky

Neural models for the various flavours of morphological inflection tasks have proven to be extremely accurate given ample labeled data -- data that may be slow and costly to obtain. In this work we aim to overcome this annotation bottleneck…

Computation and Language · Computer Science 2021-10-13 Omer Goldman , Reut Tsarfaty

We present in this work a new Universal Morphology dataset for Korean. Previously, the Korean language has been underrepresented in the field of morphological paradigms amongst hundreds of diverse world languages. Hence, we propose this…

Computation and Language · Computer Science 2023-05-18 Eunkyul Leah Jo , Kyuwon Kim , Xihan Wu , KyungTae Lim , Jungyeul Park , Chulwoo Park

As Uzbek language is agglutinative, has many morphological features which words formed by combining root and affixes. Affixes play an important role in the morphological analysis of words, by adding additional meanings and grammatical…

Computation and Language · Computer Science 2024-06-13 Ulugbek Salaev

In this paper, we show that the multiple-stem approach to nouns with a broken plural pattern allows for greater generalizations to be stated in the morphological system. Such an approach dispenses with truncating/deleting rules and other…

Computation and Language · Computer Science 2024-05-21 Abdelhadi Soudi , Violetta Cavalli-Sforza , Abderrahim Jamari

We explore the task of multi-source morphological reinflection, which generalizes the standard, single-source version. The input consists of (i) a target tag and (ii) multiple pairs of source form and source tag for a lemma. The motivation…

Computation and Language · Computer Science 2017-01-24 Katharina Kann , Ryan Cotterell , Hinrich Schütze

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

Morphologically rich languages accentuate two properties of distributional vector space models: 1) the difficulty of inducing accurate representations for low-frequency word forms; and 2) insensitivity to distinct lexical relations that…

Computation and Language · Computer Science 2017-06-02 Ivan Vulić , Nikola Mrkšić , Roi Reichart , Diarmuid Ó Séaghdha , Steve Young , Anna Korhonen

We present a novel metric for the evaluation of the morphological plausibility of subword segmentation. Unlike the typically used morpheme boundary or retrieval F-score, which requires gold segmentation data that is either unavailable or of…

Computation and Language · Computer Science 2026-01-27 Abishek Stephen , Jindřich Libovický

This paper presents a morphological lexicon for English that handles more than 317000 inflected forms derived from over 90000 stems. The lexicon is available in two formats. The first can be used by an implementation of a two-level…

cmp-lg · Computer Science 2008-02-03 Daniel Karp , Yves Schabes , Martin Zaidel , Dania Egedi

This paper reports the core linguistic work performed to construct a dictionary-based morphological analyser for Malagasy simple verbs. It uses the Unitex platform and comprised the contruction of an electronic dictionary for Malagasy…

Computation and Language · Computer Science 2026-05-27 Joro Ny Aina Ranaivoarison , Eric Laporte , Baholisoa Simone Ralalaoherivony

We are developing electronic dictionaries and transducers for the automatic processing of the Albanian Language. We will analyze the words inside a linear segment of text. We will also study the relationship between units of sense and units…

Computation and Language · Computer Science 2010-02-03 Odile Piton , Klara Lagji

This paper introduces UniDive for Korean, an integrated framework that bridges Universal Dependencies (UD) and Universal Morphology (UniMorph) to enhance the representation and processing of Korean {morphosyntax}. Korean's rich inflectional…

Computation and Language · Computer Science 2025-03-28 Jungyeul Park , Yige Chen , Kyuwon Kim , KyungTae Lim , Chulwoo Park

We present a compact, single-model approach to multilingual inflection, the task of generating inflected word forms from base lemmas to express grammatical categories. Our model, trained jointly on data from 73 languages, is lightweight,…

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

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
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