Comprehensive Study on Zero-Shot Text Classification Using Category Mapping by Kai Zhang, Qiuxia Zhang, Chung-Che Wang, Jyh-Shing Roger Jang

“…Approaches that fine-tune smaller models using label mappings and existing datasets for zero-shot classification are simpler but suffer from weaker generalization capabilities. This paper employs three strategies to improve the accuracy and generalization of pre-trained models in zero-shot text classification tasks: 1) Utilizing a pre-trained model that transforms inputs into a standardized multiple-choice format. 2) Constructing a text classification training set using Wikipedia text data to fine-tune the pre-trained model; 3) Proposing a zero-shot category mapping method based on GloVe text similarity, using Wikipedia categories as substitutes for text labels. …”
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Grammatical case in the text of Revelation 4 and 5 by S. J. P. K. Riekert

“… It is generally assumed that the Greek case system does not function in the usual way in the book of Revelation. …”
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Extremal Functions and Calderón's Reproducing Formula for the Laguerre-Bessel Two-Wavelet Transform by Ahmed Chana, Abdellatif Akhlidj

“…We then introduce the notion of a Laguerre-Bessel two-wavelet and present generalized versions of Parseval's, inversion and  Calder\'on's type reproducing formulas related to this transform.…”
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Rainfastness of Pesticides by Bonnie Wells, Frederick M. Fishel

“… Generally, it is best to avoid pesticide application when rainfall is likely; however, weather can be unpredictable, so it is best to choose a product with good rainfast characteristics. …”
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Healthy Eating: Improving Your Convenience Foods by Emily Minton

“…Convenience foods offer many benefits, but they generally have a low nutritional quality compared to other foods. …”
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Coral snake envenomation induced acute pancreatitis by Erum Sajjad, Sumayya Sami, Iffat Khanum

“…On day 4th of her admission, she developed severe generalized abdominal pain and tenderness in the epigastrium. …”
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A corpus-based analysis of light verb constructions with MAKE and DO in British English by Judita Giparaitė

“…The semantic description deals with characteristics such as generality, polysemy and aspectual meaning, and the syntactic description focuses on complementation. …”
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Eksegese is 'n spel (sonder reëls?) by W. S. Prinsloo

“… In his article "Eksegese is 'n spel" (Exegesis is a game), JH le Roux draws a caricature of the text immanent approach, is guilty of generalizations and employs an obsolete idea of the text immanent approach. …”
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Unfixed Bias Iterator: A New Iterative Format by Zeqing Zhang, Xue Wang, Jiamin Shen, Man Zhang, Sen Yang, Fanchang Yang, Wei Zhao, Jia Wang

“…We provide sufficient theoretical guarantees and theoretically prove that our iterator can obtain correct results with convergence, as well as a better generalization. Finally, experimental results show that our iterator has a convergence speed far beyond that of other iterators and exhibits strong generalization ability.…”
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Chaos in the butterfly cone by Márk Mezei, Gábor Sárosi

“…Finally, we comment on the generalization of the chaos bound to boosted and rotating ensembles and clarify some recent results on this in the literature.…”
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Some New Notions of Bases for the Range of Operators in Hilbert Spaces by Hessam Hosseinnezhad

“…Actually, we consider controlled $K$-orthonormal and controlled $K$-Riesz bases which are a generalization of ordinary bases in Hilbert spaces. In the sequel, we give some characterizations of these  sequences. …”
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Nematodes and Their Management by J. W. Noling

“…Crop production problems induced by nemotodes therefore generally occur as a result of root dysfuntion, reducing rooting volume and foraging and utilization efficiency of water and nurtients. …”
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Florida Crop/Pest Management Profile: Herbs (Basil, Cilantro, Dill, Mint, Parsley, Rosemary, Sage, Thyme) by Mark A. Mossler

“…Nematodes and viruses are generally not problematic in Florida herb production. …”
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A note on h-convex functions by Mohammad W. Alomari

“…The fact that for a $h$-continuous function $f$, is being $h$-convex if and only if is $h$-midconvex is proved. Generally, we prove that if $f$ is $h$-convex then $f$ is $h$-continuous. …”
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Review of Joy Kwesiga's Women's Access to Higher Education in Africa: by Boswell, Barbara

“…Joy Kwesiga has cast her net far in this sweeping exposition of the factors influencing women's access to higher education, and by implication, preceding phases of education, in sub-Saharan Africa generally and Uganda more specifically. Drawing on a range of data, including the findings of her own research conducted in Uganda, Kwesiga presents a detailed and comprehensive analysis of conditions women face in the region and how these impact on their educational access.…”
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The Feyn-structure of Yangian symmetry by Florian Loebbert, Harshad Mathur

“…In dual momentum space, the considered Feynman graphs represent multi-loop integrals without ‘loops of loops’, generalizing for instance the family of so-called train track or train track network diagrams. …”
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LC-Protonets: Multi-Label Few-Shot Learning for World Music Audio Tagging by Charilaos Papaioannou, Emmanouil Benetos, Alexandros Potamianos

“…We introduce Label-Combination Prototypical Networks (LC-Protonets) to address the problem of multi-label few-shot classification, where a model must generalize to new classes based on only a few available examples. …”
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Elastodynamic modeling and analysis of a 4SRRR overconstrained parallel robot by B. Wang, Y. Zhao, C. Yang, X. Hu, Y. Zhao

“…The global independent generalized displacement coordinates of the mechanism are obtained by combining these independent displacement coordinates with the internal node displacement coordinates. …”
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Comparing apples with apples: A proposed taxonomy for "Community Health Workers" and other front-line health workers for international comparisons. by Stephen Hodgins, Uta Lehmann, Henry Perry, Nicholas Leydon, Kerry Scott, Smisha Agarwal, Hannah Marcus, Rajani Ved, Elijah Olivas, Madeleine Ballard, Dickson Mbewe, Margaret Odera, Sherlie Petit Homme, Benard Otieno, Pasipano Wutete, Angeline Chikumba, Prossy Muyingo, John Kyakuha, Emmanuel Harcourt, Morseda Chowdhury, David Musoke, Thadee Niyoyitungira, Abimbola Olaniran, John Koku-Awoonor Williams, Lívia Milena Barbosa de Deus E Méllo, Romário Correia Dos Santos, Isabela Cardoso de Matos Pinto, Ram Shrestha, Salim Sadruddin, Melanie Morrow, Eric Sarriot, Maryse Kok, Bhanu Pratap

“…Furthermore, there are programs engaging workers or community members in roles closely adjacent to those generally recognized as CHWs that use other designations, not commonly included under the rubric of "CHW". …”
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Teachers Readiness in Implementing the New Curriculum in Secondary Schools of Rukungiri Municipality. by Muhumuza, Christoms

“…Assessment methods were generally perceived as effective, yet concerns about alignment with classroom topics suggest the need for better integration. …”
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