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Navigli, Roberto (7)
The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (7)
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2021 (7)
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Hits 1 – 7 of 7
1
Integrating Personalized PageRank into Neural Word Sense Disambiguation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Bevilacqua, Michele
;
ElSheikh, Ahmed
. - : Underline Science Inc., 2021
BASE
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2
{W}iki{NE}u{R}al: {C}ombined Neural and Knowledge-based Silver Data Creation for Multilingual {NER} ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Campolungo, Niccolò
;
Cecconi, Francesco
;
Maiorca, Valentino
;
Navigli, Roberto
;
Tedeschi, Simone
. - : Underline Science Inc., 2021
Abstract:
Multilingual Named Entity Recognition (NER) is a key intermediate task which is needed in many areas of NLP. In this paper, we address the well-known issue of data scarcity in NER, especially relevant when moving to a multilingual scenario, and go beyond current approaches to the creation of multilingual silver data for the task. We exploit the texts of Wikipedia and introduce a new methodology based on the effective combination of knowledge-based approaches and neural models, together with a novel domain adaptation technique, to produce high-quality training corpora for NER. We evaluate our datasets extensively on standard benchmarks for NER, yielding substantial improvements up to 6 span-based F1-score points over previous state-of-the-art systems for data creation. ...
URL:
https://underline.io/lecture/38527-wikineural-combined-neural-and-knowledge-based-silver-data-creation-for-multilingual-ner
https://dx.doi.org/10.48448/t1pm-ff94
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3
{UniteD-SRL}: {A} Unified Dataset for Span- and Dependency-Based Multilingual and Cross-Lingual {S}emantic {R}ole {L}abeling ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Conia, Simone
;
Conia, Simone
. - : Underline Science Inc., 2021
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4
IR like a SIR: Sense-enhanced Information Retrieval for Multiple Languages ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Banerjee, Somnath
;
Blloshmi, Rexhina
. - : Underline Science Inc., 2021
BASE
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5
ConSeC: Word Sense Disambiguation as Continuous Sense Comprehension ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Barba, Edoardo
;
Navigli, Roberto
. - : Underline Science Inc., 2021
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6
AMuSE-WSD: An All-in-one Multilingual System for Easy Word Sense Disambiguation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Brignone, Fabrizio
;
Cecconi, Francesco
. - : Underline Science Inc., 2021
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7
GeneSis: A Generative Approach to Substitutes in Context ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Lacerra, Caterina
;
Navigli, Roberto
. - : Underline Science Inc., 2021
BASE
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