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20182026
most citedEvaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing

38 citations · 117 across the 22 of their papers we have counts for

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Showing 2019Show all

7 papers · 1 filter

cs.CL2019

ÚFAL MRPipe at MRP 2019: UDPipe Goes Semantic in the Meaning Representation Parsing Shared Task

Milan Straka, Jana Straková

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…

cs.CL2019

Grammatical Error Correction in Low-Resource Scenarios

Jakub Náplava, Milan Straka

Grammatical error correction in English is a long studied problem with many existing systems and datasets. However, there has been only a limited research on error correction of ot…

cs.CL2019★ 1 cited

CUNI System for the Building Educational Applications 2019 Shared Task: Grammatical Error Correction

Jakub Náplava, Milan Straka

In this paper, we describe our systems submitted to the Building Educational Applications (BEA) 2019 Shared Task (Bryant et al., 2019). We participated in all three tracks. Our mod…

cs.CL2019

Czech Text Processing with Contextual Embeddings: POS Tagging, Lemmatization, Parsing and NER

Milan Straka, Jana Straková, Jan Hajič

Contextualized embeddings, which capture appropriate word meaning depending on context, have recently been proposed. We evaluate two meth ods for precomputing such embeddings, BERT…

cs.CL2019★ 38 cited

Evaluating Contextualized Embeddings on 54 Languages in POS Tagging, Lemmatization and Dependency Parsing

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:…

cs.CL2019

UDPipe at SIGMORPHON 2019: Contextualized Embeddings, Regularization with Morphological Categories, Corpora Merging

Milan Straka, Jana Straková, Jan Hajič

We present our contribution to the SIGMORPHON 2019 Shared Task: Crosslinguality and Context in Morphology, Task 2: contextual morphological analysis and lemmatization. We submitted…

cs.CL2019★ 10 cited

Neural Architectures for Nested NER through Linearization

Jana Straková, Milan Straka, Jan Hajič

We propose two neural network architectures for nested named entity recognition (NER), a setting in which named entities may overlap and also be labeled with more than one label. W…