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05/31/2023
Findings of the VarDial Evaluation Campaign 2023
This report presents the results of the shared tasks organized as part o...
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05/20/2023
ESCOXLM-R: Multilingual Taxonomy-driven Pre-training for the Job Market Domain
The increasing number of benchmarks for Natural Language Processing (NLP...
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05/18/2023
Silver Syntax Pre-training for Cross-Domain Relation Extraction
Relation Extraction (RE) remains a challenging task, especially when con...
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05/18/2023
Multi-CrossRE A Multi-Lingual Multi-Domain Dataset for Relation Extraction
Most research in Relation Extraction (RE) involves the English language,...
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04/27/2023
Cross-Domain Evaluation of POS Taggers: From Wall Street Journal to Fandom Wiki
The Wall Street Journal section of the Penn Treebank has been the de-fac...
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10/21/2022
Spectral Probing
Linguistic information is encoded at varying timescales (subwords, phras...
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09/16/2022
Skill Extraction from Job Postings using Weak Supervision
Aggregated data obtained from job postings provide powerful insights int...
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06/10/2022
Sort by Structure: Language Model Ranking as Dependency Probing
Making an informed choice of pre-trained language model (LM) is critical...
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03/24/2022
Probing for Labeled Dependency Trees
Probing has become an important tool for analyzing representations in Na...
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12/09/2021
How Universal is Genre in Universal Dependencies?
This work provides the first in-depth analysis of genre in Universal Dep...
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12/07/2021
Parsing with Pretrained Language Models, Multiple Datasets, and Dataset Embeddings
With an increase of dataset availability, the potential for learning fro...
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09/10/2021
Genre as Weak Supervision for Cross-lingual Dependency Parsing
Recent work has shown that monolingual masked language models learn to r...
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05/24/2021
DaN+: Danish Nested Named Entities and Lexical Normalization
This paper introduces DaN+, a new multi-domain corpus and annotation gui...
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05/15/2021
From Masked Language Modeling to Translation: Non-English Auxiliary Tasks Improve Zero-shot Spoken Language Understanding
The lack of publicly available evaluation data for low-resource language...
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03/01/2021
On the Effectiveness of Dataset Embeddings in Mono-lingual,Multi-lingual and Zero-shot Conditions
Recent complementary strands of research have shown that leveraging info...
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02/22/2021
Creating a Universal Dependencies Treebank of Spoken Frisian-Dutch Code-switched Data
This paper explores the difficulties of annotating transcribed spoken Du...
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06/01/2020
Lexical Normalization for Code-switched Data and its Effect on POS-tagging
Social media provides an unfiltered stream of user-generated input, lead...
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05/29/2020
Massive Choice, Ample Tasks (MaChAmp):A Toolkit for Multi-task Learning in NLP
Transfer learning, particularly approaches that combine multi-task learn...
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05/23/2019
Fair is Better than Sensational:Man is to Doctor as Woman is to Doctor
Analogies such as man is to king as woman is to X are often used to illu...
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05/08/2018
Bleaching Text: Abstract Features for Cross-lingual Gender Prediction
Gender prediction has typically focused on lexical and social network fe...
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10/10/2017
MoNoise: Modeling Noise Using a Modular Normalization System
We propose MoNoise: a normalization model focused on generalizability an...
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07/17/2017