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License: CC BY
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SemanticTrajectories.jl : Semantic analysis of text trajectories

integration_instructionsResearch softwarekeyboard_double_arrow_right Software 28 Feb 2023 English Publisher:Zenodo
Authors: Argolo, Felipe Coelho;

doi: 10.5281/zenodo.7686047 , 10.5281/zenodo.7686046

SemanticTrajectories.jl : Semantic analysis of text trajectories

Abstract

SemanticTrajectories.jl is package built upon DynamicalSystems.jl and Embeddings.jl. It is designed to analyze semantic coherence in text. A popular approach in literature is to calculate coherence among consecutive words ("first order coherence") or among two words having a third word in-between ("second order coherence"). Then, one evaluates properties such as average, minimum and maximum coherence. Semantic SemanticTrajectories.jl leverages DynamicalSystems.jl Recurrence Quantification Analysis (RQA) capabilities to analyze semantic coherence in the entire trajectory.

Wellcome Trust Grant - 223139/Z/21/Z

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Keywords

Semantic coherence, Word embeddings, Recurrence Quantification Analysis, Natural Language Processing

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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