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Hits 1 – 20 of 881
1
Multi-National Topics Maps for Parliamentary Debate Analysis
Schaal, Markus
;
Davis, Enno
;
Mueller, Roland M.
. - 2022
BASE
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2
Assessing English language sentences readability using machine learning models
Maqsood, Shazia
;
Shahid, Abdul
;
Tanvir Afzal, Muhammad
;
Roman, Muhammad
;
Khan, Zahid
;
Nawaz, Zubair
;
Aziz, Muhammad Haris
In: PeerJ Comput Sci (2022)
Abstract:
Readability is an active field of research in the late nineteenth century and vigorously persuaded to date. The recent boom in data-driven machine learning has created a viable path forward for readability classification and ranking. The evaluation of text readability is a time-honoured issue with even more relevance in today’s information-rich world. This paper addresses the task of readability assessment for the English language. Given the input sentences, the objective is to predict its level of readability, which corresponds to the level of literacy anticipated from the target readers. This readability aspect plays a crucial role in drafting and comprehending processes of English language learning. Selecting and presenting a suitable collection of sentences for English Language Learners may play a vital role in enhancing their learning curve. In this research, we have used 30,000 English sentences for experimentation. Additionally, they have been annotated into seven different readability levels using Flesch Kincaid. Later, various experiments were conducted using five Machine Learning algorithms, i.e., KNN, SVM, LR, NB, and ANN. The classification models render excellent and stable results. The ANN model obtained an F-score of 0.95% on the test set. The developed model may be used in education setup for tasks such as language learning, assessing the reading and writing abilities of a learner.
Keyword:
Data Mining and Machine Learning
URL:
https://doi.org/10.7717/peerj-cs.818
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC8771811/
http://www.ncbi.nlm.nih.gov/pubmed/35111913
BASE
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3
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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4
G-4 - A pipeline for Hand 2-D Keypoint Localization using Unpaired Image to Image Translation ...
PErvasive Technologies Related to Assistive Environments 2021
;
Athitsos , Vassilis
;
Dillhoff, Alex
. - : Underline Science Inc., 2021
BASE
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5
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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6
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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7
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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8
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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9
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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10
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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11
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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12
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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13
Navigating the Kaleidoscope of COVID-19 Misinformation Using Deep Learning ...
The 2021 Conference on Empirical Methods in Natural Language Processing 2021
;
Chen, Yuanzhi
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Hasan, Mohammad
. - : Underline Science Inc., 2021
BASE
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14
(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
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15
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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16
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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17
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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18
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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19
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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20
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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