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Universal Dependencies is an open community effort to create cross-linguistically consistent treebank annotation for many languages within a dependency-based lexicalist framework. The annotation consists in a linguistically motivated word…

We present UDify, a multilingual multi-task model capable of accurately predicting universal part-of-speech, morphological features, lemmas, and dependency trees simultaneously for all 124 Universal Dependencies treebanks across 75…

Computation and Language · Computer Science 2019-08-27 Dan Kondratyuk , Milan Straka

The Universal Dependencies (UD) project has created an invaluable collection of treebanks with contributions in over 140 languages. However, the UD annotations do not tell the full story. Grammatical constructions that convey meaning…

Despite the success of the Universal Dependencies (UD) project exemplified by its impressive language breadth, there is still a lack in `within-language breadth': most treebanks focus on standard languages. Even for German, the language…

Computation and Language · Computer Science 2024-03-18 Verena Blaschke , Barbara Kovačić , Siyao Peng , Hinrich Schütze , Barbara Plank

The Universal Dependencies (UD) project has significantly expanded linguistic coverage across 161 languages, yet Luxembourgish, a West Germanic language spoken by approximately 400,000 people, has remained absent until now. In this paper,…

Computation and Language · Computer Science 2024-11-08 Alistair Plum , Caroline Döhmer , Emilia Milano , Anne-Marie Lutgen , Christoph Purschke

We describe a cross-lingual adaptation method based on syntactic parse trees obtained from the Universal Dependencies (UD), which are consistent across languages, to develop classifiers in low-resource languages. The idea of UD parsing is…

Computation and Language · Computer Science 2020-03-31 Nasrin Taghizadeh , Heshaam Faili

Universal Dependencies (UD) offer a uniform cross-lingual syntactic representation, with the aim of advancing multilingual applications. Recent work shows that semantic parsing can be accomplished by transforming syntactic dependencies to…

Computation and Language · Computer Science 2017-08-30 Siva Reddy , Oscar Täckström , Slav Petrov , Mark Steedman , Mirella Lapata

Universal Dependencies (UD), while widely regarded as the most successful linguistic framework for cross-lingual syntactic representation, remains underexplored in terms of its effectiveness. This paper addresses this gap by integrating UD…

Computation and Language · Computer Science 2025-06-06 Wenxi Li

This work provides the first in-depth analysis of genre in Universal Dependencies (UD). In contrast to prior work on genre identification which uses small sets of well-defined labels in mono-/bilingual setups, UD contains 18 genres with…

Computation and Language · Computer Science 2021-12-10 Max Müller-Eberstein , Rob van der Goot , Barbara Plank

We propose UDP, the first training-free parser for Universal Dependencies (UD). Our algorithm is based on PageRank and a small set of head attachment rules. It features two-step decoding to guarantee that function words are attached as leaf…

Computation and Language · Computer Science 2017-01-13 Héctor Martínez Alonso , Željko Agić , Barbara Plank , Anders Søgaard

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

Syntactic parsing is a highly linguistic processing task whose parser requires training on treebanks from the expensive human annotation. As it is unlikely to obtain a treebank for every human language, in this work, we propose an effective…

Computation and Language · Computer Science 2021-04-26 Kailai Sun , Zuchao Li , Hai Zhao

CHILDES is a widely used resource of transcribed child and child-directed speech. This paper introduces UD-English-CHILDES, the first officially released Universal Dependencies (UD) treebank. It is derived from previously…

Computation and Language · Computer Science 2025-06-19 Xiulin Yang , Zhuoxuan Ju , Lanni Bu , Zoey Liu , Nathan Schneider

Language development researchers are interested in comparing the process of language learning across languages. Unfortunately, it has been difficult to construct a consistent quantitative framework for such comparisons. However, recent…

Computation and Language · Computer Science 2024-07-18 Houjun Liu , Brian MacWhinney

Natural Language Processing (NLP) is increasingly used as a key ingredient in critical decision-making systems such as resume parsers used in sorting a list of job candidates. NLP systems often ingest large corpora of human text, attempting…

Computation and Language · Computer Science 2020-07-14 Esma Wali , Yan Chen , Christopher Mahoney , Thomas Middleton , Marzieh Babaeianjelodar , Mariama Njie , Jeanna Neefe Matthews

Of the over 7,000 languages spoken in the world, commercial language identification (LID) systems only reliably identify a few hundred in written form. Research-grade systems extend this coverage under certain circumstances, but for most…

Computation and Language · Computer Science 2026-02-10 Rasul Dent , Pedro Ortiz Suarez , Thibault Clérice , Benoît Sagot

Recent advances in multilingual dependency parsing have brought the idea of a truly universal parser closer to reality. However, cross-language interference and restrained model capacity remain major obstacles. To address this, we propose a…

Computation and Language · Computer Science 2020-10-07 Ahmet Üstün , Arianna Bisazza , Gosse Bouma , Gertjan van Noord

As the fourth largest language family in the world, the Dravidian languages have become a research hotspot in natural language processing (NLP). Although the Dravidian languages contain a large number of languages, there are relatively few…

Computation and Language · Computer Science 2021-12-06 Xiaotian Lin , Nankai Lin , Kanoksak Wattanachote , Shengyi Jiang , Lianxi Wang

We show that a recently proposed neural dependency parser can be improved by joint training on multiple languages from the same family. The parser is implemented as a deep neural network whose only input is orthographic representations of…

Computation and Language · Computer Science 2017-05-30 Michał Zapotoczny , Paweł Rychlikowski , Jan Chorowski

According to UNESCO, there are nearly 7,000 languages spoken worldwide, of which around 3,000 languages are in danger of disappearing before the end of the century. With roughly 230 languages having already become extinct between the years…

Human-Computer Interaction · Computer Science 2023-04-20 Dinesh Kumar Nanduri , Elizabeth M. Bonsignore
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