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The 2021 Conference on Empirical Methods in Natural Language Processing 2021 (860)
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Hits 1 – 20 of 860
1
On Homophony and Rényi Entropy ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Cotterell, Ryan
;
Meister, Clara
. - : Underline Science Inc., 2021
BASE
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2
Identity-Based Patterns in Deep Convolutional Networks: Generative Adversarial Phonology and Reduplication ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Beguš, Gašper
. - : Underline Science Inc., 2021
BASE
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3
Signed Coreference Resolution ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Yin, Kayo
. - : Underline Science Inc., 2021
BASE
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4
Backtranslation in Neural Morphological Inflection ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hulden, Mans
;
Liu, Ling
. - : Underline Science Inc., 2021
BASE
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5
Rule-based Morphological Inflection Improves Neural Terminology Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Carpuat, Marine
;
Xu, Weijia
. - : Underline Science Inc., 2021
BASE
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6
Translating Headers of Tabular Data: A Pilot Study of Schema Translation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Gao, Yan
;
Guo, Jiaqi
. - : Underline Science Inc., 2021
BASE
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7
A Prototype Free/Open-Source Morphological Analyser and Generator for Sakha ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Jonathan
;
Ivanova, Sardana
. - : Underline Science Inc., 2021
BASE
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8
Automatic Error Type Annotation for Arabic ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Belkebir, Riadh
;
Habash, Nizar
. - : Underline Science Inc., 2021
BASE
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9
Developing Conversational Data and Detection of Conversational Humor in Telugu ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Pétur O.
;
Jónsson, Haukur P.
. - : Underline Science Inc., 2021
BASE
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10
An Information-Theoretic Characterization of Morphological Fusion ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Futrell, Richard
;
Hahn, Michael
. - : Underline Science Inc., 2021
BASE
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11
Cross-document Event Identity via Dense Annotation ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Hasegawa, Kimihiro
;
Li, Linwei
. - : Underline Science Inc., 2021
BASE
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12
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yuanzhi
;
Hasan, Mohammad
. - : Underline Science Inc., 2021
Abstract:
Anthology paper link: https://aclanthology.org/2021.emnlp-main.485/ Abstract: Irrespective of the success of the deep learning- based mixed-domain transfer learning approach for solving various Natural Language Processing tasks, it does not lend a generalizable solution for detecting misinformation from COVID-19 social media data. Due to the inherent complexity of this type of data, caused by its dynamic (context evolves rapidly), nuanced (misinformation types are often ambiguous), and diverse (skewed, fine-grained, and overlapping categories) nature, it is imperative for an effective model to capture both the local and global context of the target domain. By conducting a systematic investigation, we show that: (i) the deep Transformer- based pre-trained models, utilized via the mixed-domain transfer learning, are only good at capturing the local context, thus exhibits poor generalization, and (ii) a combination of shallow network-based domain-specific models and convolutional neural networks can efficiently ...
Keyword:
Computational Linguistics
;
Covid-19
;
Deep Learning
;
Language Models
;
Machine Learning
;
Machine Learning and Data Mining
;
Natural Language Processing
URL:
https://dx.doi.org/10.48448/yyza-sr36
https://underline.io/lecture/37959-navigating-the-kaleidoscope-of-covid-19-misinformation-using-deep-learning
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13
(Mis)alignment Between Stance Expressed in Social Media Data and Public Opinion Surveys ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Shugars, Sarah
. - : Underline Science Inc., 2021
BASE
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14
Adversarial Regularization as Stackelberg Game: An Unrolled Optimization Approach ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Zuo, Simiao
. - : Underline Science Inc., 2021
BASE
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15
Rewards with Negative Examples for Reinforced Topic-Focused Abstractive Summarization ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Markus
;
Liu, Can
. - : Underline Science Inc., 2021
BASE
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16
Distantly-Supervised Named Entity Recognition with Noise-Robust Learning and Language Model Augmented Self-Training ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Han, Jiawei
;
Huang, Jiaxin
. - : Underline Science Inc., 2021
BASE
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17
Low-Resource Dialogue Summarization with Domain-Agnostic Multi-Source Pretraining ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Zou, Yicheng
. - : Underline Science Inc., 2021
BASE
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18
HittER: Hierarchical Transformers for Knowledge Graph Embeddings ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Sanxing
;
Gao, Jianfeng
. - : Underline Science Inc., 2021
BASE
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19
Ara-Women-Hate: The first Arabic Hate Speech corpus regarding Women ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Guellil, Imane
. - : Underline Science Inc., 2021
BASE
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20
Detecting Gender Bias using Explainability ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
., Krithika
;
Gupta, Gauri
. - : Underline Science Inc., 2021
BASE
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