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Related papers: UDPipe at EvaLatin 2020: Contextualized Embeddings…

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We present our contribution to the SIGMORPHON 2019 Shared Task: Crosslinguality and Context in Morphology, Task 2: contextual morphological analysis and lemmatization. We submitted a modification of the UDPipe 2.0, one of best-performing…

Computation and Language · Computer Science 2019-08-20 Milan Straka , Jana Straková , Jan Hajič

We present an extensive evaluation of three recently proposed methods for contextualized embeddings on 89 corpora in 54 languages of the Universal Dependencies 2.3 in three tasks: POS tagging, lemmatization, and dependency parsing.…

Computation and Language · Computer Science 2019-08-21 Milan Straka , Jana Straková , Jan Hajič

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

We present LatinPipe, the winning submission to the EvaLatin 2024 Dependency Parsing shared task. Our system consists of a fine-tuned concatenation of base and large pre-trained LMs, with a dot-product attention head for parsing and softmax…

Computation and Language · Computer Science 2024-05-30 Milan Straka , Jana Straková , Federica Gamba

This paper describes our system (HIT-SCIR) submitted to the CoNLL 2018 shared task on Multilingual Parsing from Raw Text to Universal Dependencies. We base our submission on Stanford's winning system for the CoNLL 2017 shared task and make…

Computation and Language · Computer Science 2018-07-31 Wanxiang Che , Yijia Liu , Yuxuan Wang , Bo Zheng , Ting Liu

We present a system description of our contribution to the CoNLL 2019 shared task, Cross-Framework Meaning Representation Parsing (MRP 2019). The proposed architecture is our first attempt towards a semantic parsing extension of the UDPipe…

Computation and Language · Computer Science 2019-10-25 Milan Straka , Jana Straková

We describe the ADAPT system for the 2020 IWPT Shared Task on parsing enhanced Universal Dependencies in 17 languages. We implement a pipeline approach using UDPipe and UDPipe-future to provide initial levels of annotation. The enhanced…

Computation and Language · Computer Science 2020-09-04 James Barry , Joachim Wagner , Jennifer Foster

We present the Uppsala system for the CoNLL 2018 Shared Task on universal dependency parsing. Our system is a pipeline consisting of three components: the first performs joint word and sentence segmentation; the second predicts part-of-…

Computation and Language · Computer Science 2018-09-10 Aaron Smith , Bernd Bohnet , Miryam de Lhoneux , Joakim Nivre , Yan Shao , Sara Stymne

This paper presents the TartuNLP team submission to EvaLatin 2024 shared task of the emotion polarity detection for historical Latin texts. Our system relies on two distinct approaches to annotating training data for supervised learning: 1)…

Computation and Language · Computer Science 2024-12-10 Aleksei Dorkin , Kairit Sirts

We propose a novel neural network model for joint part-of-speech (POS) tagging and dependency parsing. Our model extends the well-known BIST graph-based dependency parser (Kiperwasser and Goldberg, 2016) by incorporating a BiLSTM-based…

Computation and Language · Computer Science 2019-08-30 Dat Quoc Nguyen , Karin Verspoor

We present our submission to the unconstrained subtask of the SIGTYP 2024 Shared Task on Word Embedding Evaluation for Ancient and Historical Languages for morphological annotation, POS-tagging, lemmatization, character- and word-level…

Computation and Language · Computer Science 2024-12-10 Aleksei Dorkin , Kairit Sirts

Applications in labor market intelligence demand specialized NLP systems for a wide range of tasks, characterized by extreme multi-label target spaces, strict latency constraints, and multiple text modalities such as skills and job titles.…

Computation and Language · Computer Science 2026-04-08 Matthias De Lange , Jens-Joris Decorte , Jeroen Van Hautte

This paper describes our submission to CoNLL 2018 UD Shared Task. We have extended an LSTM-based neural network designed for sequence tagging to additionally generate character-level sequences. The network was jointly trained to produce…

Computation and Language · Computer Science 2018-09-11 Gor Arakelyan , Karen Hambardzumyan , Hrant Khachatrian

We describe THIVLVC, a two-stage system for the EvaLatin 2026 Dependency Parsing task. Given a Latin sentence, we retrieve structurally similar entries from the CIRCSE treebank using sentence length and POS n-gram similarity, then prompt a…

Computation and Language · Computer Science 2026-04-08 Luc Pommeret , Thibault Wagret , Jules Deret

The present study extends recent work on Universal Dependencies annotations for second-language (L2) Korean by introducing a semi-automated framework that identifies morphosyntactic constructions from XPOS sequences and aligns those…

Computation and Language · Computer Science 2025-06-12 Hakyung Sung , Gyu-Ho Shin , Chanyoung Lee , You Kyung Sung , Boo Kyung Jung

We apply contextualised word embeddings to lexical semantic change detection in the SemEval-2020 Shared Task 1. This paper focuses on Subtask 2, ranking words by the degree of their semantic drift over time. We analyse the performance of…

Computation and Language · Computer Science 2020-07-21 Andrey Kutuzov , Mario Giulianelli

In this paper, we describe the approach that we employed to address the task of Entity Recognition over Wet Lab Protocols -- a shared task in EMNLP WNUT-2020 Workshop. Our approach is composed of two phases. In the first phase, we…

Computation and Language · Computer Science 2020-12-17 Janvijay Singh , Anshul Wadhawan

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

We introduce the Treebank of Learner English (TLE), the first publicly available syntactic treebank for English as a Second Language (ESL). The TLE provides manually annotated POS tags and Universal Dependency (UD) trees for 5,124 sentences…

Computation and Language · Computer Science 2016-06-09 Yevgeni Berzak , Jessica Kenney , Carolyn Spadine , Jing Xian Wang , Lucia Lam , Keiko Sophie Mori , Sebastian Garza , Boris Katz

The paper presents a system developed for the SemEval-2019 competition Task 5 hat-Eval Basile et al. (2019) (team name: LU Team) and Task 6 OffensEval Zampieri et al. (2019b) (team name: NLPR@SRPOL), where we achieved 2nd position in…

Computation and Language · Computer Science 2019-04-11 Alessandro Seganti , Helena Sobol , Iryna Orlova , Hannam Kim , Jakub Staniszewski , Tymoteusz Krumholc , Krystian Koziel
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