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A Character String-Based Stemming for Morphologically Derivative Languages
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In: Information; Volume 13; Issue 4; Pages: 170 (2022)
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A Quantum Language-Inspired Tree Structural Text Representation for Semantic Analysis
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In: Mathematics; Volume 10; Issue 6; Pages: 914 (2022)
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Abstract:
Text representation is an important topic in the field of natural language processing, which can effectively transfer knowledge to downstream tasks. To extract effective semantic information from text with unsupervised methods, this paper proposes a quantum language-inspired tree structural text representation model to study the correlations between words with variable distance for semantic analysis. Combining the different semantic contributions of associated words in different syntax trees, a syntax tree-based attention mechanism is established to highlight the semantic contributions of non-adjacent associated words and weaken the semantic weight of adjacent non-associated words. Moreover, the tree-based attention mechanism includes not only the overall information of entangled words in the dictionary but also the local grammatical structure of word combinations in different sentences. Experimental results on semantic textual similarity tasks show that the proposed method obtains significant performances over the state-of-the-art sentence embeddings.
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Keyword:
attention mechanism; natural language processing; quantum language-inspired; semantic analysis; syntax tree
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URL: https://doi.org/10.3390/math10060914
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A Deep Fusion Matching Network Semantic Reasoning Model
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In: Applied Sciences; Volume 12; Issue 7; Pages: 3416 (2022)
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Reversal of G-Quadruplexes’ Role in Translation Control When Present in the Context of an IRES
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In: Biomolecules; Volume 12; Issue 2; Pages: 314 (2022)
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Research on Speech Emotion Recognition Based on AA-CBGRU Network
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In: Electronics; Volume 11; Issue 9; Pages: 1409 (2022)
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Metaphor, Metonymy and the Extension of the Meanings of Polysemous Words
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In: Studies in Literature and Language; Vol 24, No 1 (2022): Studies in Literature and Language; 19-27 ; 1923-1563 ; 1923-1555 (2022)
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Investigating alignment interpretability for low-resource NMT
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In: ISSN: 0922-6567 ; EISSN: 1573-0573 ; Machine Translation ; https://hal.archives-ouvertes.fr/hal-03139744 ; Machine Translation, Springer Verlag, 2021, ⟨10.1007/s10590-020-09254-w⟩ (2021)
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Beyond social learning
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In: ISSN: 0962-8436 ; EISSN: 1471-2970 ; Philosophical Transactions of the Royal Society B: Biological Sciences ; https://hal.archives-ouvertes.fr/hal-03257149 ; Philosophical Transactions of the Royal Society B: Biological Sciences, Royal Society, The, 2021, 376 (1828), ⟨10.1098/rstb.2020.0050⟩ (2021)
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Deep Learning Methods for Human Behavior Recognition
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Lu, Jia. - : Auckland University of Technology, 2021
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Half a Century of Research on Singing-Voice Registers: Knowledge and Mysteries
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In: 50th anniversary symposium : Care of the Professional Voice ; https://hal.archives-ouvertes.fr/hal-03513203 ; 50th anniversary symposium : Care of the Professional Voice, Jun 2021, Philadelphia, United States (2021)
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ДВИЖЕНИЕ КАК СОСТАВЛЯЮЩАЯ МЕХАНИЗМА РАССЛЕДОВАНИЯ ... : MOVEMENT AS A PART OF THE INVESTIGATIVE MECHANISM ...
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ПОНЯТИЕ И ОСОБЕННОСТИ МЕХАНИЗМА АДМИНИСТРАТИВНО-ПРАВОВОГО РЕГУЛИРОВАНИЯ ... : The concept and features of the mechanism of administrative and legal regulation ...
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Функционирование инновационно-консультационной инфраструктуры в АПК ... : The functioning of innovation and consulting infrastructure in the agro-industrial complex ...
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О КОНЦЕПТУАЛЬНЫХ ОСНОВАХ ОБЕСПЕЧЕНИЯ ОБЩЕСТВЕННОЙ БЕЗОПАСНОСТИ В РОССИЙСКОЙ ФЕДЕРАЦИИ ... : ON THE CONCEPTUAL FRAMEWORK FOR ENSURING PUBLIC SAFETY IN THE RUSSIAN FEDERATION ...
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Механизм осуществления государственных закупок за рубежом ... : Mechanism of Public Procurement Abroad ...
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Management of reproduction of the livestock branch as the basis of its innovation-and-investment development ...
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ТЕЛЕСНАЯ МЕТАФОРА КАК ФРАГМЕНТ ЯЗЫКОВОЙ КАРТИНЫ МИРА В АНГЛИЙСКОМ ЯЗЫКЕ ... : BODY METAPHOR AS A FRAGMENT OF THE ENGLISH LINGUISTIC WORLDVIEW ...
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Files to support: "Prior Experience with Unlabeled Actions Promotes 3-Year-Old Children’s Verb Learning" ...
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Inter-civilisational Engagement through the Belt and Road Initiative: Dialectical and Empirical Studies on BRI Philosophy and its Pragmatic Implementation ...
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