A Multi-Faceted Approach to Trending Topic Attack Detection Using Semantic Similarity and Large-Scale Datasets by Insaf Kraidia, Afifa Ghenai, Samir Brahim Belhaouari

“…Five machine learning models—Random Forest, Decision Tree, K-Neighbors, Gradient Boosting, and XGBoost—were tested, with results benchmarked against nine baseline methods across different linguistic datasets and learning scenarios. Our approach demonstrated superior performance, achieving F1-scores of 96% for English and 97% for Arabic, with accuracy improvements ranging from 2% to 14% for English and 5% to 28% for Arabic. …”
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Linguo-Pedagogical Design of Open Question Items in the Context of Digitalization by A. V. Alikina, D. V. Maltsev

“…It has been revealed the content of the author’s terms including linguo-pedagogical mastery, linguo-pedagogical design, linguistic correctness and methodological literacy of test tasks. …”
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Thinking-language Disorders Types’ of Schizophrenia Spectrum Disorders Patients by E.M. Smerchinskaya, I.A. Tregubenko, E.R. Isaeva

“…However, the descriptions of linguistic component are usually phenomenological. An objective structure analysis of language is needed, which could be useful to identify additional markers in assessing mental state and clarify criteria for differential psychodiagnostic. …”
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Evaluating the resilience of the drug supply chain based on SWARA and CoCoSo multi criteria decision making approach with type 1 and interval type 2 fuzzy data (case study: Bojnord... by Fatemeh Bahman, Alireza Shahraki, Sayyid Ali Banihashemi

“…The percentage of personal characteristics was calculated using SPSS-26 software. Due to linguistic uncertainty, the weighting of the criteria was done with the fuzzy SWARA decision-making method and the ranking of the options for more accurate evaluation was performed by the interval type-2 fuzzy CoCoSo method in Excel software.Findings: The identified criteria in order of importance are knowledge management, agility, readiness and prediction, management method, supply chain design and structure, visibility and control, adaptability, collaboration, complementarity, innovation, complexity management, flexibility, uncertainty in the number of changes, and integration. …”
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Ethno-cultural particularity of English, French and Russian phrasiological units with components of names of domestic animals by E. N. Belaya

“…The conclusion is made that in these three languages universal meanings are set expressions with the components of «horse» (Trojan Horse, carthorse) and «cow» (milk cow), and that the comparative analysis of P.U. demonstrates difference in linguistic pictures of the world and sheds light on ethnic logic…”
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الميتاداتا : تحليل لاحق للانتاج الفکرى by رحاب محمد ابو الغار

“…Meta-analysis is considered a research style in the field of libraries andinformation, one of the efforts of registering Literature. this style is remarkablewith three features that cannot stand without which fusion (collecting orintegration) between previous results of the study and summarizing these results,meeting and comparing them with each other, using some statistical methods inthis summary to perform bibliometric analysis, of previous studies. this study triesto apply Meta-analysis style on one of the topics " metadata" with analyzing itwith qualitative, quantative, time and linguistic analysis and clarifying scientifictrends of the topic, in this study, the researcher tried to analysis previous studiesaccording to objective elements of the study, this is to recognize common andgeneral results that studies of this topic had reached to.The intellectual production that dealt with the subject of metadata in itsbranches, which amounted to 61 studies, was presented and analyzed to identifyits objective, temporal, qualitative, formal and syntactic features andcharacteristics, and the methodology used.The most important recommendations, proposals or future researchdirections regarding metadata are the following: Conducting some applied studies dealing with metadata of museumgroups and metadata of multimedia. Study the quality of the metadata of media, especially news websites, onthe Internet. Conducting many studies on the topic of "Big Metadata" and "LinkedMetadata" Methods used to describe metadata between Arab and foreign indexes(that use correlated data): a comparative study. Future directions for describing metadata of indexes in the environment oflinked data: an exploratory study. …”
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Anti-vaccine COVID-19 narratives: A critical textual analysis of American and Indonesian online news by Imelsa Dwi Veronika, Agwin Degaf

“…The superstructure analysis indicated that American reports emphasized controversy, whereas Indonesian reports explored motivations more deeply. Additionally, linguistic choices in the microstructure influenced portrayals, with American articles using dysphemism and active voice to emphasize danger, while Indonesian articles employed strong language to convey diverse perspectives. …”
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Fast Detection of Deceptive Reviews by Combining the Time Series and Machine Learning by Minjuan Zhong, Zhenjin Li, Shengzong Liu, Bo Yang, Rui Tan, Xilong Qu

“…Secondly, a co-training two-view semisupervised learning algorithm was performed in each captured interval, in which linguistic cues, metadata, and user purchase behaviors were synthetically employed to classify the reviews and check whether they are spam ones or not. …”
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Speech performance in language teaching-learning: Culturally textual and non-textual landscapes of Toba Caldera Geosites by Robert Sibarani, Mangatur Nababan, Wahyudi Wahyudi, Defri Elias Simatupang, Yessy Octavianna

“…The study described teachers’ speech performance using textual and non-textual elements in language teaching-learning. The linguistic element is the text of the language landscape of Toba Caldera Geosites. …”
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Peculiarities of Grammatical Properties in Nominal Word Combinations by I. B. Klienkova

“…The accumulated experience of linguists is analyzed and certain factors influencing the choice of syntactic relations in nominal word combinations with quantitative meaning are researched. …”
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Jewish national autonomy in Lithuania in 1919-1926th by Raimundas Valkauskas

“… After World War I, the problems of the racial, linguistic, and religious minorities were brought to the attention of the Peace Conference of Paris. …”
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Chaos Synergy, Geopolitics And Culture Explain History Of International Relations. A Critique of William Wohlforth by B. F. Martynov

“…Taking into account civilizational, cultural, historical, linguistic and legal characteristics of actors becomes the key to an adequate understanding of international politics. …”
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ANTIREALISTINIAI ARGUMENTAI FILOSOFIJOJE by Mindaugas Japertas

“…Besides that, it focuses on the epistemic aspect of meaning (i.e. the sense of a linguistic unit) and gives account of the overall phenomenon of indeterminacy of meaning in natural languages. …”
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Savoirs paysans autour des huiles d’olive, (zaytun, Olea europaea var. europaea) et d’oléastre, (əl-bərri, Olea europaea var. sylvestris) Rif, nord du Maroc by Yildiz Aumeeruddy-Thomas, Dominique Caubet

“…The joint ethnobotanic and linguistic joint approach, through the analysis of certain terms such as məslāl used to describe a type of wild olive oil, zitəl bərri məslāl, shows a binary classification of varieties of oils, which could have led to the selection of varieties of the same name spreading mostly in the North of Morocco. …”
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Spherical Linear Diophantine Fuzzy TOPSIS Algorithm for Green Supply Chain Management System by Ibtesam Alshammari, Mani Parimala, Cenap Ozel, Muhammad Riaz

“…A robust TOPSIS approach has been utilized in the issue of GSS by taking into consideration the multicriteria decision-making (MCDM) technique particularly useful in several areas, like analyzing and choosing traditional and environmental conventionalities. Due to linguistic criteria and the inability to assess all criteria, the fuzzy technique must be used with the TOPSIS method to lessen the consequences of instability and ambiguity. …”
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Language-specific neural dynamics extend syntax into the time domain. by Cas W Coopmans, Helen de Hoop, Filiz Tezcan, Peter Hagoort, Andrea E Martin

“…A touchstone example for humans is language use: to comprehend a physical signal like speech, the brain must add linguistic knowledge, including syntax. Yet, syntactic rules and representations are widely assumed to be atemporal (i.e., abstract and not bound by time), so they must be translated into time-varying signals for speech comprehension and production. …”
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TECHNOLOGICAL ENHANCEMENT OF PROFESSIONAL TRAINING OF FUTURE TRANSLATORS: FOCUS ON LOCALIZATION by Iuliia Golovatska

“…The article highlights the author’s view on the technologization of professional training of future translators based on localization in the conditions of digitalization of higher linguistic education. To achieve the goal, various methods were used: a literature review (conducting a thorough review of the literature that includes current research, scientific articles, and methodologies on the technological enhancement of education); pedagogical practice analysis (identifying efficient digital technologies that demonstrate high efficiency and prevent educational losses, as well as analyzing successful practices of preparing aspiring translators for professional activities in general and localization in particular); and identification of effective digital technologies to improve education. …”
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Bobruisk line of defense at the end of June 1941 by S. E. Novikov, A. V. Sushko

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“Your brother is compelled–not a hero!” by Imene Medfouni

“…The discrepancies among universities also shaped attitudes towards French, demonstrating the central or peripheral linguistic and historical variations in Algeria. These disparities highlight the need for an all-encompassing approach to address the various Algerian interlocutors (students, teachers, gender inequality, and university disparities) in policy-making.…”
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A qualitative exploration of the educational needs of people living with heart failure: BANDAIDD-Explore study. by Caleb Ferguson, Scott William, Sabine Allida, Peter S Macdonald, Gary Kilov, Clara K Chow, Anthony Keech, BANDAIDD Study Investigator team

“…Priorities for education improvement were also provided, including regional and rural considerations; engaging informal family caregivers; tailoring to culturally and linguistically diverse and indigenous peoples, navigating the health system and ensuring continuity of care.…”
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