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Understanding teachers’ experiences in transitioning from a reading test preparation approach to a whole novel approach : a narrative case study.
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ЛИНГВОСТИЛИСТИЧЕСКИЕ ОСОБЕННОСТИ ПЕРЕВОДА ЭМОЦИОНАЛЬНО-ОЦЕНОЧНОЙ ЛЕКСИКИ ... : LINGUISTIC AND STYLISTIC FEATURES OF TRANSLATION OF EMOTIONAL AND EVALUATIVE VOCABULARY ...
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Deep Sentiment Analysis Using CNN-LSTM Architecture of English and Roman Urdu Text Shared in Social Media
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In: Applied Sciences; Volume 12; Issue 5; Pages: 2694 (2022)
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Abstract:
Sentiment analysis (SA) has been an active research subject in the domain of natural language processing due to its important functions in interpreting people’s perspectives and drawing successful opinion-based judgments. On social media, Roman Urdu is one of the most extensively utilized dialects. Sentiment analysis of Roman Urdu is difficult due to its morphological complexities and varied dialects. The purpose of this paper is to evaluate the performance of various word embeddings for Roman Urdu and English dialects using the CNN-LSTM architecture with traditional machine learning classifiers. We introduce a novel deep learning architecture for Roman Urdu and English dialect SA based on two layers: LSTM for long-term dependency preservation and a one-layer CNN model for local feature extraction. To obtain the final classification, the feature maps learned by CNN and LSTM are fed to several machine learning classifiers. Various word embedding models support this concept. Extensive tests on four corpora show that the proposed model performs exceptionally well in Roman Urdu and English text sentiment classification, with an accuracy of 0.904, 0.841, 0.740, and 0.748 against MDPI, RUSA, RUSA-19, and UCL datasets, respectively. The results show that the SVM classifier and the Word2Vec CBOW (Continuous Bag of Words) model are more beneficial options for Roman Urdu sentiment analysis, but that BERT word embedding, two-layer LSTM, and SVM as a classifier function are more suitable options for English language sentiment analysis. The suggested model outperforms existing well-known advanced models on relevant corpora, improving the accuracy by up to 5%.
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Keyword:
deep learning; LSTM; machine learning; Roman Urdu language; sentiment analysis; word embedding
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URL: https://doi.org/10.3390/app12052694
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Diversity Monitoring of Coexisting Birds in Urban Forests by Integrating Spectrograms and Object-Based Image Analysis
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In: Forests; Volume 13; Issue 2; Pages: 264 (2022)
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Mid-Pandemic Pedagogy: A Candid Dialogue between Student and Literature Professor
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In: Literature; Volume 2; Issue 2; Pages: 62-76 (2022)
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The Orientalist Semiotics of "Dune": Religious and Historical References within Frank Herbert's Universe
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Jacob, Frank. - : Büchner-Verlag, 2022. : DEU, 2022. : Marburg, 2022
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In: 117 (2022)
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Communication and Feminist New Materialism: Methodologies to understand the continuum between matter and discourse
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In: FZG - Freiburger Zeitschrift für GeschlechterStudien ; 24 ; 1 ; 55-70 ; Der Ort des Politischen in den Critical Feminist Materialisms (2022)
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¿Hubo también una Críside novelesca? Algunas observaciones al P.Gen. inv. 65 (LDBA 5268)
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A fragment of a Greek novel? PMil I 2. 17 revisited
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In: Proceedings of the 29th International Congress of Papyrology; Proceedings of the 29th International Congress of Papyrology; 648-660 (2022)
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Sampling of the Spanish campus novel ; Muestreo de la novela de campus española
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In: Monteagudo. Revista de Literatura Española, Hispanoamericana y Teoría de la Literatura; No. 27 (2022): “El traje que vestí mañana”. One hundred years of Trilce (1922-2022); 179-200 ; Monteagudo. Revista de Literatura Española, Hispanoamericana y Teoría de la Literatura; Núm. 27 (2022): "El traje que vestí mañana". Cien años de Trilce (1922-2022).; 179-200 ; 1989-6166 ; 0580-6712 (2022)
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Abuse Practice of Power in Orwell’s Animal Farm
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In: Studies in Literature and Language; Vol 24, No 1 (2022): Studies in Literature and Language; 65-72 ; 1923-1563 ; 1923-1555 (2022)
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Français ; Retours sur le roman aquinien : défis de lecture et exégèse de Marilyn Randall
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In: Nouvelle Revue Synergies Canada; No. 16 (2022): Circonvolutions aquiniennes ; 2292-2261 (2022)
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Parallèle entre roman historique et roman jeunesse: enjeux narratifs et pragmatiques
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In: Nouvelle Revue Synergies Canada; No. 16 (2022): Circonvolutions aquiniennes ; 2292-2261 (2022)
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The Gororoba and the first scenes of proletarian life in Brazil ; O Gororoba e as primeiras cenas da vida proletária no Brasil
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In: Acta Scientiarum. Language and Culture; Vol 44 No 1 (2022): Jan.-June; e59520 ; Acta Scientiarum. Language and Culture; v. 44 n. 1 (2022): Jan.-June; e59520 ; 1983-4683 ; 1983-4675 (2022)
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Skandalisieren, stereotypisieren, normalisieren : Diskurspraktiken der Neuen Rechten aus sprach- und literaturwissenschaftlicher Perspektive
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UB Frankfurt Linguistik
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Honglou meng 紅樓夢 in France : studies, translation and positioning of researchers ; Le Honglou meng 紅樓夢 en France : études, traduction et positionnement des chercheurs
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In: https://tel.archives-ouvertes.fr/tel-03654043 ; Littératures. Université Paul Valéry - Montpellier III, 2021. Français. ⟨NNT : 2021MON30052⟩ (2021)
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Stimulus and response conflict from a second language: Stroop interference in weakly-bilingual and recently-trained languages
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In: ISSN: 0001-6918 ; EISSN: 1873-6297 ; Acta Psychologica ; https://hal.archives-ouvertes.fr/hal-03356475 ; Acta Psychologica, Elsevier, 2021, 218, pp.103360. ⟨10.1016/j.actpsy.2021.103360⟩ (2021)
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Morphemes in Uumajursiutik unaatuinnamut ; Les morphèmes dans Uumajursiutik unaatuinnamut
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In: https://hal-inalco.archives-ouvertes.fr/hal-03464620 ; 2021 (2021)
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