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This paper describes Stanford's system at the CoNLL 2018 UD Shared Task. We introduce a complete neural pipeline system that takes raw text as input, and performs all tasks required by the shared task, ranging from tokenization and sentence…

Computation and Language · Computer Science 2019-01-30 Peng Qi , Timothy Dozat , Yuhao Zhang , Christopher D. Manning

In this study, we aim to offer linguistically motivated solutions to resolve the issues of the lack of representation of null morphemes, highly productive derivational processes, and syncretic morphemes of Turkish in the BOUN Treebank…

Dependency parsing of conversational input can play an important role in language understanding for dialog systems by identifying the relationships between entities extracted from user utterances. Additionally, effective dependency parsing…

Computation and Language · Computer Science 2019-09-10 Sam Davidson , Dian Yu , Zhou Yu

Dependency parsing is a longstanding natural language processing task, with its outputs crucial to various downstream tasks. Recently, neural network based (NN-based) dependency parsing has achieved significant progress and obtained the…

Computation and Language · Computer Science 2020-09-04 Shuai Zhang , Lijie Wang , Ke Sun , Xinyan Xiao

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

We introduce SPUD (Semantically Perturbed Universal Dependencies), a framework for creating nonce treebanks for the multilingual Universal Dependencies (UD) corpora. SPUD data satisfies syntactic argument structure, provides syntactic…

Computation and Language · Computer Science 2024-06-13 David Arps , Laura Kallmeyer , Younes Samih , Hassan Sajjad

We describe the DCU-EPFL submission to the IWPT 2021 Shared Task on Parsing into Enhanced Universal Dependencies. The task involves parsing Enhanced UD graphs, which are an extension of the basic dependency trees designed to be more…

Computation and Language · Computer Science 2021-07-06 James Barry , Alireza Mohammadshahi , Joachim Wagner , Jennifer Foster , James Henderson

This paper presents and discusses the first Universal Dependencies treebank for the Apurin\~a language. The treebank contains 76 fully annotated sentences, applies 14 parts-of-speech, as well as seven augmented or new features - some of…

Computation and Language · Computer Science 2021-06-08 Jack Rueter , Marília Fernanda Pereira de Freitas , Sidney da Silva Facundes , Mika Hämäläinen , Niko Partanen

Treebanks are valuable linguistic resources that include the syntactic structure of a language sentence in addition to POS-tags and morphological features. They are mainly utilized in modeling statistical parsers. Although the statistical…

Computation and Language · Computer Science 2020-07-14 Dana Halabi , Ebaa Fayyoumi , Arafat Awajan

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

We describe a cross-lingual transfer method for dependency parsing that takes into account the problem of word order differences between source and target languages. Our model only relies on the Bible, a considerably smaller parallel data…

Computation and Language · Computer Science 2019-03-15 Mohammad Sadegh Rasooli , Michael Collins

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

We present our contribution to the IWPT 2021 shared task on parsing into enhanced Universal Dependencies. Our main system component is a hybrid tree-graph parser that integrates (a) predictions of spanning trees for the enhanced graphs with…

Computation and Language · Computer Science 2021-07-16 Tianze Shi , Lillian Lee

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

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

Natural language processing is a prompt research area across the country. Parsing is one of the very crucial tool in language analysis system which aims to forecast the structural relationship among the words in a given sentence. Many…

Computation and Language · Computer Science 2014-03-26 K. Sureka , K. G. Srinivasagan , S. Suganthi

Parsing is the process of analyzing a sentence's syntactic structure by breaking it down into its grammatical components. and is critical for various linguistic applications. Urdu is a low-resource, free word-order language and exhibits…

Computation and Language · Computer Science 2024-10-03 Nudrat Habib

We investigate the problem of parsing conversational data of morphologically-rich languages such as Hindi where argument scrambling occurs frequently. We evaluate a state-of-the-art non-linear transition-based parsing system on a new…

Computation and Language · Computer Science 2019-02-15 Riyaz Ahmad Bhat , Irshad Ahmad Bhat , Dipti Misra Sharma

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

Unsupervised dependency parsing aims to learn a dependency parser from unannotated sentences. Existing work focuses on either learning generative models using the expectation-maximization algorithm and its variants, or learning…

Computation and Language · Computer Science 2017-09-26 Yong Jiang , Wenjuan Han , Kewei Tu