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Demo of the Linguistic Field Data Management and Analysis System -- LiFE ...
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Unsupervised Learning of Explainable Parse Trees for Improved Generalisation ...
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Abstract:
Recursive neural networks (RvNN) have been shown useful for learning sentence representations and helped achieve competitive performance on several natural language inference tasks. However, recent RvNN-based models fail to learn simple grammar and meaningful semantics in their intermediate tree representation. In this work, we propose an attention mechanism over Tree-LSTMs to learn more meaningful and explainable parse tree structures. We also demonstrate the superior performance of our proposed model on natural language inference, semantic relatedness, and sentiment analysis tasks and compare them with other state-of-the-art RvNN based methods. Further, we present a detailed qualitative and quantitative analysis of the learned parse trees and show that the discovered linguistic structures are more explainable, semantically meaningful, and grammatically correct than recent approaches. The source code of the paper is available at https://github.com/atul04/Explainable-Latent-Structures-Using-Attention. ... : 8 Pages, 5 Tables, 4 Figures. To appear at IJCNN 2021 ...
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Keyword:
Computation and Language cs.CL; FOS Computer and information sciences; Machine Learning cs.LG
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URL: https://dx.doi.org/10.48550/arxiv.2104.04998 https://arxiv.org/abs/2104.04998
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The ComMA Dataset V0.2: Annotating Aggression and Bias in Multilingual Social Media Discourse ...
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Towards automatic identification of linguistic politeness in Hindi texts ...
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More Than Smell-COVID-19 Is Associated With Severe Impairment of Smell, Taste, and Chemesthesis.
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In: Chemical senses, vol 45, iss 7 (2020)
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More than smell. COVID-19 is associated with severe impairment of smell, taste, and chemesthesis
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In: ISSN: 0379-864X ; EISSN: 1464-3553 ; Chemical Senses ; https://hal.inrae.fr/hal-02911030 ; Chemical Senses, Oxford University Press (OUP), 2020, 45 (7), pp.609-622. ⟨10.1093/chemse/bjaa041⟩ ; https://academic.oup.com/chemse/article/doi/10.1093/chemse/bjaa041/5860460 (2020)
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NUIG-Panlingua-KMI Hindi-Marathi MT Systems for Similar Language Translation Task @ WMT 2020
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Developing a Multilingual Annotated Corpus of Misogyny and Aggression ...
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More Than Smell-COVID-19 Is Associated With Severe Impairment of Smell, Taste, and Chemesthesis
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More than smell – COVID-19 is associated with severe impairment of smell, taste, and chemesthesis
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In: Chem Senses (2020)
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More than smell - COVID-19 is associated with severe impairment of smell, taste, and chemesthesis
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Predicting the Type and Target of Offensive Posts in Social Media ...
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Predicting the Type and Target of Offensive Posts in Social Media
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In: 1415 ; 1420 (2019)
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Automatic Identification of Closely-related Indian Languages: Resources and Experiments ...
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Understanding the Odour Spaces ... : A Step towards Solving Olfactory Stimulus-Percept Problem ...
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Understanding the Odour Spaces: A Step towards Solving Olfactory Stimulus-Percept Problem
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