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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
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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
. - : Underline Science Inc., 2021
BASE
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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
;
Procopio, Luigi
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.112/ Abstract: Supervised systems have nowadays become the standard recipe for Word Sense Disambiguation (WSD), with Transformer-based language models as their primary ingredient. However, while these systems have certainly attained unprecedented performances, virtually all of them operate under the constraining assumption that, given a context, each word can be disambiguated individually with no account of the other sense choices. To address this limitation and drop this assumption, we propose CONtinuous SEnse Comprehension (ConSeC), a novel approach to WSD: leveraging a recent re-framing of this task as a text extraction problem, we adapt it to our formulation and introduce a feedback loop strategy that allows the disambiguation of a target word to be conditioned not only on its context but also on the explicit senses assigned to nearby words. We evaluate ConSeC and examine how its components lead it to surpass all its competitors and set a new ...
Keyword:
Language Models
;
Natural Language Processing
;
Semantic Evaluation
;
Sociolinguistics
URL:
https://underline.io/lecture/37804-consec-word-sense-disambiguation-as-continuous-sense-comprehension
https://dx.doi.org/10.48448/jh3y-jv86
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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
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