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Illustration of the text transformation process before and after synonym replacement: The process begins with a sample initial text segment (Sample text before synonym replacement’...
Published 2025Subjects: “…semantically meaningful representations…”
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Schematic of the approach: This schematic illustrates the entire workflow of the project.
Published 2025Subjects: “…semantically meaningful representations…”
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Text Transformation Pipeline: An example of the multi-stage text transformation pipeline applied to a sample abstract (PMID: 30609739).
Published 2025Subjects: “…semantically meaningful representations…”
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Comparative analysis of WordNet replacement impact on data distribution.
Published 2025Subjects: “…semantically meaningful representations…”
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Comparison of window size for embedding with Wordnet synonym replacement (WN) and without (PM). While Table 1 compared the effects of different values of using a window size of 10,...
Published 2025Subjects: “…semantically meaningful representations…”
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Non-biomedical word replacement algorithm: This algorithm outlines the process for replacing non-biomedical words in a corpus using WordNet.
Published 2025Subjects: “…semantically meaningful representations…”
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Comparison of mean interconcept distance for embedding with WordNet synonym replacement (WN) and without (PM). The initial number of unique concepts in the total corpus was 3,018,9...
Published 2025Subjects: “…semantically meaningful representations…”
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Comparative analysis of WN and PM methodologies: Figure (a) displays the bar chart comparing WN and PM across five distinct concept sets (Methods), highlighting the number of conce...
Published 2025Subjects: “…semantically meaningful representations…”
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Genosophus: A Dynamical-Systems Diagnostic Engine for Neural Representation Analysis
Published 2025“…<h2><b>Genosophus: A Dynamical-Systems Diagnostic Engine for Neural Representation Analysis</b></h2><p dir="ltr"><b>© 2025 Alan J. …”