A hybrid architecture for enhancing Chinese text processing using CNN and LLaMA2 by Xize Liu, Yiyi Wang, Nana Niu, Bingyan Zhang, Jingsheng Li

“…The proposed approach involves a multi-stage process wherein deep contextual embeddings are first utilized to capture the nuanced semantic relationships within text. Second, CNNs are employed to identify and exploit structural and syntactic patterns, facilitating a comprehensive understanding of the text. …”
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STUDENTS' PERCEPTION OF ZOTERO UTILIZATION IN REFERENCE SETTING IN THE ACADEMIC TEXT WRITING PROCESS IN HIGHER EDUCATION by Muhammad Rafi'i, Amriani Amir, Mariyadi Mariyadi

“…Data collection was conducted through semi-structured interviews, and thematic analysis was applied to identify patterns and themes in the responses. Findings – The research findings indicate three main themes. …”
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Features of semiotic encoding of a precedent name or “an ordinary Soviet man” in a polycode text by T. V. Marchenko

“…Polycode PN representatives come in the following combinations: a) verbalization of the PN of the Soviet era – a visual representative of the PP of the modern image; b) a visual representative of the PN of the Soviet era – verbalization of the collective characteristic of the PN; c) a visual representative of the PN of the Soviet era – verbalization of role archetypes, patterns of behavior that conditionally correlate with the PN; d) visual representative of the PN – a verbal component, the semantics of which correlates and contrasts with the PN; e) visual representative of the PN – a text with a quote / reminiscent reference / rhyme / etc. …”
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Temporal Dynamics in Short Text Classification: Enhancing Semantic Understanding Through Time-Aware Model by Khaled Abdalgader, Atheer A. Matroud, Ghaleb Al-Doboni

“…Traditional text classification models predominantly rely on static text representations, failing to capture temporal variations in language usage and evolving semantic meanings. …”
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Changes in urologic research from a new perspective: Text mining analysis of publication topics by Soohyung Joo, Kun Lu, Jihwan Park, Mi Jung Rho, Yong Hyun Park

“…Results: The study observed consistently increasing patterns in author keywords and topics related to the prostate and oncology. …”
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Adapting Vision Transformer-Based Object Detection Model for Handwritten Text Line Segmentation Task by Osman Furkan KARAKUŞ, Ayla GULCU, Ali Can KARACA

“…This is particularly beneficial for managing the diverse and complex patterns found in handwritten text where traditional models might struggle with issues such as overlapping text lines or varied handwriting styles.…”
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Text classification using SVD, BERT, and GRU optimized by improved Seagull optimization (ISO) algorithm by Yuanyuan Chen, Nan Sun, Yuanbang Li, Rong Peng, Abbas Habibi

“…Nevertheless, neural networks have greatly enhanced text classification by identifying intricate relationships and patterns within text data. …”
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Textual Integrity and Fragmentation in the Novel Banat Qebli by Maher Mehran by hashem mohammad hashem, Maryam Jalaei

“…The artistic element is that the author creates a new pattern of narration by intermingling different stories to build up the novel and text. …”
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The <i>Wang</i>–<i>Buwang</i> Sequence and Positive Forgetting in Early Confucian Texts by Gad C. Isay

“…This study investigates the roles of <i>wang</i> (忘, forgetting) and <i>buwang</i> (不忘, non-forgetting) in early Confucian texts, emphasizing their interdependence within a <i>yin</i>–<i>yang</i> framework. …”
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Targeted generative data augmentation for automatic metastases detection from free-text radiology reports by Maede Ashofteh Barabadi, Xiaodan Zhu, Wai Yip Chan, Amber L. Simpson, Richard K. G. Do

“…In this study, we demonstrate how advancements in natural language processing, namely the instruction-following capability of recent large language models and extensive model pretraining, made it possible to automate metastases detection from radiology reports texts with a limited amount of gold-labeled data. …”
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Pattern of the impact of social capital on crisis management performance by khadije khatiri, iran ghazi, nemat hasani

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Patterns and trends in research on external public debt management by Mila Razinkova, Tetiana Grynko, Natalia Nebaba, Rostislav Botvinov, Dmytro Pryimachenko

“…The text of this article has been corrected. Information about the changes is provided here http://dx.doi.org/10.21511/pmf.14(2).2025.08 This study undertakes a comprehensive bibliometric analysis of publications pertaining to the external public debt management system. …”
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Analyzing Repetitive Narrative Patterns in Samad Behrangi’s Stories by Moharram Rezayati kishekhaleh, Mina Mehr Afarin

“…- What are the dominant structural patterns of repetition utilized? - What are the underlying reasons and motivations for Behrangi's use of repetitive narrative elements?…”
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The Effects of Scales on Modeling of Flow Patterns Over Spillway by Humam Khalid Ibrahim, Ammar Hatem Kamel

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Materiality of TEI Encoding and Decoding: An Analysis of the Western European Union Archives on Armament Policy by Florentina Armaselu, Verónica Martins, Catherine Emma Jones

“…From a larger perspective, the study considers the TEI encoding as adding to the original text a “material” layer that further supports both machine and human interpretation (decoding). …”
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THEMATIC PROGRESSION IN JAKARTA POST AND ‘KOMPAS’ NEWSPAPER EDITORIALS: A COMPARATIVE STUDY ON TEXT COHERENCE STRATEGY by Neni Triyana, Safnil Arsyad, Arono Arono

“…The procedure classifies all objects (10 texts Jakarta Post newspaper editorials and 10 texts ‘Kompas’ newspaper editorials) on the thematic progression patterns are checklist. …”
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Analysis of plateletpheresis donor deferral patterns over two years at a tertiary care hospital in Dhaka, Bangladesh by Farida Parvin, Tashmim Farhana Dipta, Zakia Akter, Mohammad Abdul Aleem, Tamanna Mahfuza Tarin, Jannatul Ferdous Reshma, Mohammad Ali, Samira Humaira Habib

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RB-TRNet: a regularity-guided and boundary-aware architecture for toponym recognition from Chinese text by Haigang Sui, Jindi Wang, Xining Zhang, Huihan Ning, Wentao Wang, Lieyun Hu

“…First, RoBERTa is used to represent the input text containing Chinese place names. Then, two BiLSTM layers are fed with text representation sequences, with one processed sequence entering the toponym regularity-guided module to obtain the composition patterns of Chinese place name entities and the other sequence entering the toponym regularity-discriminant module to soften an excessive reliance on contextual information for recognizing patterns of Chinese place name entities. …”
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Multimodal Media Communication Texts: A Research Tool for Analyzing Social Digital Media Video Posts by Nadezhda K. Radina

“…Multimodal texts are polycode semiotically complex media communication texts, including videos, requiring special research tools. …”
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Quand le texte signale sa structure : la fonction textuelle des noms sous-spécifiés by Dominique Legallois

“…“Linking sequences” are cohsive devices by which some texts are organised; for example, the well-kwnown problem-solution schema is a general principle that expains the semantic connection within as well as between the clauses of a text. …”
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