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Islands and Bridges of Language: Bio-Inspired Structural Analysis of Language Embedding Data
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Abstract:
In this thesis, I propose a method of applying an agent-based model named Monte Carlo Physarum Machine (MCPM) to language embedding data. This method has been previously applied in astronomy for inferring the quasi-fractal structure of the cosmic web. In this thesis, I show that this model can provide a distinct scope to understand, analyze and extract information from language embedding data. I assess the novelty of the algorithm rst by identifying the characteristics of the revealed structure through visualization, and generate word similarity metrics in comparison with other status quo similarity metrics. In addition, I propose a visualization tool to further help explore the language embedding space in 3D. As a result, I argue that both the MCPM method and the visualization tool can assist examining the structure of language embedding in the reduced 3D space.
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Keyword:
Computer science; Data Science; Data Visualization; Digital Media; Information Retrieval; Linguistics; Natural Language Processing
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URL: https://escholarship.org/uc/item/6zj1r9ch
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| 2 |
Between Deterministic and Nondeterministic Quantitative Automata (Invited Talk)
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Boker, Udi. - : LIPIcs - Leibniz International Proceedings in Informatics. 30th EACSL Annual Conference on Computer Science Logic (CSL 2022), 2022
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| 6 |
Latin Lemmatization & POS Tagging. Issues, Resources, Tools ...
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| 7 |
Latin Lemmatization & POS Tagging. Issues, Resources, Tools ...
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| 8 |
Mehrsprachigkeit und Translanguaging in Migrationsstudien: einige methodologische Überlegungen ; Multilingualism and Translanguaging in Migration Studies: Some Methodological Reflections
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In: Forum Qualitative Sozialforschung / Forum: Qualitative Social Research; Bd. 23 Nr. 1 (2022) ; Forum Qualitative Sozialforschung / Forum: Qualitative Social Research; Vol. 23 No. 1 (2022) ; Forum Qualitative Sozialforschung / Forum: Qualitative Social Research; Vol. 23 Núm. 1 (2022) ; 1438-5627 (2022)
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| 9 |
A Corpus-Based Sentence Classifier for Entity–Relationship Modelling
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In: Electronics; Volume 11; Issue 6; Pages: 889 (2022)
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| 10 |
Text Data Augmentation for the Korean Language
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In: Applied Sciences; Volume 12; Issue 7; Pages: 3425 (2022)
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| 11 |
Connecting Text Classification with Image Classification: A New Preprocessing Method for Implicit Sentiment Text Classification
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In: Sensors; Volume 22; Issue 5; Pages: 1899 (2022)
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| 12 |
FedQAS: Privacy-Aware Machine Reading Comprehension with Federated Learning
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In: Applied Sciences; Volume 12; Issue 6; Pages: 3130 (2022)
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| 13 |
eHealth Engagement on Facebook during COVID-19: Simplistic Computational Data Analysis
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 8; Pages: 4615 (2022)
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| 14 |
A Novel Method of Generating Geospatial Intelligence from Social Media Posts of Political Leaders
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In: Information; Volume 13; Issue 3; Pages: 120 (2022)
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| 15 |
Multilingualism and Translanguaging in Migration Studies: Some Methodological Reflections
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In: Forum Qualitative Sozialforschung / Forum: Qualitative Social Research ; 23 ; 1 (2022)
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| 16 |
Detecting weak and strong Islamophobic hate speech on social media
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| 18 |
Maastricht University’s Multilingual Speech Translation System for IWSLT 2021
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| 20 |
Toward Multilingual Neural Machine Translation with Universal Encoder and Decoder
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