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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

We train neural models for morphological analysis, generation and lemmatization for morphologically rich languages. We present a method for automatically extracting substantially large amount of training data from FSTs for 22 languages, out…

Computation and Language · Computer Science 2021-05-27 Mika Hämäläinen , Niko Partanen , Jack Rueter , Khalid Alnajjar

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

Computational morphology handles the language processing at the word level. It is one of the foundational tasks in the NLP pipeline for the development of higher level NLP applications. It mainly deals with the processing of words and word…

Computation and Language · Computer Science 2024-06-11 Jatayu Baxi , Brijesh Bhatt

A broad goal in natural language processing (NLP) is to develop a system that has the capacity to process any natural language. Most systems, however, are developed using data from just one language such as English. The SIGMORPHON 2020…

Linguistic features remain essential for interpretability and tasks that involve style, structure, and readability, but existing Spanish tools offer limited coverage. We present PUCP-Metrix, an open-source and comprehensive toolkit for…

Computation and Language · Computer Science 2025-12-05 Javier Alonso Villegas Luis , Marco Antonio Sobrevilla Cabezudo

Lemmatization aims to reduce the sparse data problem by relating the inflected forms of a word to its dictionary form. Using context can help, both for unseen and ambiguous words. Yet most context-sensitive approaches require full…

Computation and Language · Computer Science 2019-07-02 Toms Bergmanis , Sharon Goldwater

We incorporate morphological supervision into character language models (CLMs) via multitasking and show that this addition improves bits-per-character (BPC) performance across 24 languages, even when the morphology data and language…

Computation and Language · Computer Science 2019-06-14 Terra Blevins , Luke Zettlemoyer

The performance of conversational Large Language Models (LLMs) in general, and of ChatGPT in particular, is currently being evaluated on many different tasks, from logical reasoning or maths to answering questions on a myriad of topics.…

Computation and Language · Computer Science 2024-10-22 Gonzalo Martínez , José Alberto Hernández , Javier Conde , Pedro Reviriego , Elena Merino

This paper describes our winning systems in MRL: The 1st Shared Task on Multilingual Clause-level Morphology (EMNLP 2022 Workshop) designed by KUIS AI NLP team. We present our work for all three parts of the shared task: inflection,…

Computation and Language · Computer Science 2022-11-15 Emre Can Acikgoz , Tilek Chubakov , Müge Kural , Gözde Gül Şahin , Deniz Yuret

Recent years have seen exceptional strides in the task of automatic morphological inflection generation. However, for a long tail of languages the necessary resources are hard to come by, and state-of-the-art neural methods that work well…

Computation and Language · Computer Science 2019-08-21 Antonios Anastasopoulos , Graham Neubig

This paper describes CIC NLP's submission to the AmericasNLP 2023 Shared Task on machine translation systems for indigenous languages of the Americas. We present the system descriptions for three methods. We used two multilingual models,…

Computation and Language · Computer Science 2023-05-30 Atnafu Lambebo Tonja , Hellina Hailu Nigatu , Olga Kolesnikova , Grigori Sidorov , Alexander Gelbukh , Jugal Kalita

The CoNLL-SIGMORPHON 2017 shared task on supervised morphological generation required systems to be trained and tested in each of 52 typologically diverse languages. In sub-task 1, submitted systems were asked to predict a specific…

We use two small parallel corpora for comparing the morphological complexity of Spanish, Otomi and Nahuatl. These are languages that belong to different linguistic families, the latter are low-resourced. We take into account two…

Computation and Language · Computer Science 2018-08-14 Ximena Gutierrez-Vasques , Victor Mijangos

Automatic pathological speech detection approaches have shown promising results, gaining attention as potential diagnostic tools alongside costly traditional methods. While these approaches can achieve high accuracy, their lack of…

Audio and Speech Processing · Electrical Eng. & Systems 2025-04-01 Mahdi Amiri , Hatef Otroshi Shahreza , Ina Kodrasi

Morphological segmentation for polysynthetic languages is challenging, because a word may consist of many individual morphemes and training data can be extremely scarce. Since neural sequence-to-sequence (seq2seq) models define the state of…

Computation and Language · Computer Science 2018-04-18 Katharina Kann , Manuel Mager , Ivan Meza-Ruiz , Hinrich Schütze

Graphemes of most languages encode pronunciation, though some are more explicit than others. Languages like Spanish have a straightforward mapping between its graphemes and phonemes, while this mapping is more convoluted for languages like…

Computation and Language · Computer Science 2018-09-13 Minh Nguyen , Gia H. Ngo , Nancy F. Chen

This study examines the extent to which Large Language Models (LLMs) capture geographic lexical variation in Spanish, a language that exhibits substantial regional variation. Treating LLMs as virtual informants, we probe their dialectal…

Computation and Language · Computer Science 2026-02-11 Yoshifumi Kawasaki

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

In recent years, a flurry of morphological datasets had emerged, most notably UniMorph, a multi-lingual repository of inflection tables. However, the flat structure of the current morphological annotation schema makes the treatment of some…

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