Abstractive Summarization of Historical Documents: A New Dataset and Novel Method Using a Domain-Specific Pretrained Model by Keerthana Murugaraj, Salima Lamsiyah, Christoph Schommer

“…Experimental results on our constructed dataset demonstrate that our HistBERTSum-Abs method outperforms recent state-of-the-art deep learning-based methods and achieves results comparable to state-of-the-art LLMs in zero-shot settings in terms of ROUGE-1, ROUGE-2, and ROUGE-L F1 scores. …”
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PSiamRML: Target Recognition and Matching Integrated Localization Algorithm Based on Pseudo-Siamese Network by Jiwei Fan, Xiaogang Yang, Ruitao Lu, Xueli Xie, Siyu Wang

“…Aiming to address the need for integrated target recognition, target matching, and positioning of UAVs, we propose an algorithm that integrates the target recognition, matching, and positioning functions by combining the single-shot multibox detector (SSD) algorithm with the deep feature matching algorithm. …”
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Demonstration of active neutron interrogation of special nuclear materials using a high-intensity short-pulse-laser-driven neutron source by A. Favalli, D. C. Henzlova, S. Croft, O. Deppert, K. Falk, J. C. Fernandez, D. C. Gautier, N. Guler, C. E. Hamilton, K. D. Ianakiev, M. Iliev, R. P. Johnson, A. Kleinschmidt, M. Roth, T. N. Shimada, M. Swinhoe, T. N. Taddeucci

“…Bright pulsed sources can overcome the nuisance background of items with strong internal neutron sources, improving analytical power, while single-shot assay is attractive in high-throughput situations where time is at a premium. …”
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Semi-Supervised Machine Learning for Fault Detection and Diagnosis of a Rooftop Unit by Mohammed G. Albayati, Jalal Faraj, Amy Thompson, Prathamesh Patil, Ravi Gorthala, Sanguthevar Rajasekaran

“…This paper compares three different approaches for fault classification for a real-time operating RTU using semi-supervised learning, achieving accuracies as high as 95.7% using few-shot learning.…”
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When Remote Sensing Meets Foundation Model: A Survey and Beyond by Chunlei Huo, Keming Chen, Shuaihao Zhang, Zeyu Wang, Heyu Yan, Jing Shen, Yuyang Hong, Geqi Qi, Hongmei Fang, Zihan Wang

“…Moreover, a single foundation model enables zero-shot predictions on various vision tasks. The above advantages make foundation models better suited for remote sensing images, where image annotations are more sparse. …”
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Analysis of Charcoal Producers Perceptions of Its Production, Forest Degradation, and Governance in Wolaita, Southern Ethiopia’s Dry Afromontane Forests by Alemayehu Hido, Abebe Teka, Asabeneh Alemayehu

“…Three Kebeles (smallest administrative subunits): Galda, Sere Esho, and Mancha Gugara were purposely selected based on their potential for charcoal production. …”
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EduDCM: A Novel Framework for Automatic Educational Dialogue Classification Dataset Construction via Distant Supervision and Large Language Models by Changyong Qi, Longwei Zheng, Yuang Wei, Haoxin Xu, Peiji Chen, Xiaoqing Gu

“…Expert evaluations using a 5-point Likert scale show that EduDCM outperforms Template-Based Generation and Few-Shot GPT in terms of annotation accuracy, category coverage, and consistency. …”
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Growing from Exploration: A Self-Exploring Framework for Robots Based on Foundation Models by Shoujie Li, Ran Yu, Tong Wu, Junwen Zhong, Xiao-Ping Zhang, Wenbo Ding

“…GExp work is independent of prior interactive knowledge and human intervention, allowing it to adapt directly to different scenarios, unlike previous studies that provided in-context examples as few-shot learning. In addition, we propose a workflow of deploying the real-world robot system with self-learned skills as an embodied assistant. …”
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Study of centrifugal atomisation mechanisms based on a simulated experiment by Evgeny Yu. Zhukov, Alibek S. Naurzalinov, Igor N. Pashkov

“…The dispersion process was shot on a high-speed camera with a shooting frequency of 1,200 frames per second. …”
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Single-session upper limb plyometric training is as effective as two sessions for improving muscle strength, power, and serve velocity in male youth tennis players: a randomized pa... by Jian Wang, Qi Xu

“…Evaluations were conducted twice—once before the intervention and once after—assessing isometric shoulder rotation strength (internal [ISRT] and external [ESRT]) with a dynamometer, the medicine ball chest throw (MBCT), seated shot-put test (SST), and serve velocity using a radar gun.ResultsIn the post-intervention, significant differences were observed between groups for the variables of ISRT (p = 0.010; ηp2 = 0.189), ESRT (p = 0.004; ηp2 = 0.226), MBCT (p = 0.012; ηp2 = 0.181), SST (p = 0.019; ηp2 = 0.164), and tennis serve velocity (p = 0.004; ηp2 = 0.226).ConclusionThe study found that ULPT significantly improves upper limb muscle strength, power, and serve velocity in young male tennis players, with both once and twice weekly training yielding similar benefits. …”
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Extracting Fruit Disease Knowledge from Research Papers Based on Large Language Models and Prompt Engineering by Yunqiao Fei, Jingchao Fan, Guomin Zhou

“…It proposes a fast, cost-effective, and low-technical-barrier method for extracting fruit tree disease knowledge from research paper abstracts—K-Extract, based on large language models (LLMs) and prompt engineering. Under zero-shot conditions, K-Extract utilizes conversational LLMs to automate the extraction of fruit tree disease knowledge. …”
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Activities of the Minister of Internal Affairs of the Ukrainian SSR Pavlo Yakovlevych Meshyk (1953) by V. A. Grechenko

“…In June 1953, he was arrested and later convicted on charges of treason and conspiracy to seize power, and in December of the same year, Meshyk was shot dead. He was partially rehabilitated in 2000.…”
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Treatment of Brachial Plexus Injuries following Gunshot Injuries: A Systematic Review by Rohun Gupta, Isabel Herzog, Lauren Phung, Jacquelyn Roth, Joseph Weisberger, Margaret Luthringer, Edward S. Lee, Ashley Ignatiuk

“…The following keywords constituted our search criteria: gun-shot-wounds, brachial plexus, traum∗, and management. …”
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Photoluminescence Response in Carbon Films Deposited by Pulsed Laser Deposition onto GaAs Substrates at Low Vacuum by F. Caballero-Briones, G. Santana, T. Flores, L. Ponce

“…Films were prepared at different number of pulses (1500 to 6000) with fixed fluence (32 J/cm2), target-to-substrate distance, and pulse frequency using a Q:Switched Nd:YAG laser at 1064 nm operating at a frequency of 10 Hz and producing burst-mode pulses with total duration per shot of 49 ns. Films were characterized by optical microscopy, atomic force microscopy, laser induced breakdown spectroscopy, X-ray diffraction, and photoluminescence spectroscopy. …”
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Developing 21st Century Skills through the Make-a-Match Method in Reaction Rate Learning by Sari Sari, Khoerunisa Khoerunisa

“…The qualitative approach described student activities using observation sheets, while the quantitative approach applied a pre-experimental one-shot case study design. The participants were 26 science class XI students from SMA Darussalam Wanaraja Garut. …”
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Outdoor Education Coaches Competency Level Self-Assessment Model, Co-Curriculum Centres in Malaysia by Nurul Diyana Sanuddin, Omar Firdaus Mohd Said, Md Amin Md Taff, Jaffry Zakaria, Mohamed Azizul Mohamed Afandi, Adjullea James @ Noew

“…Methodology: Using a quantitative design method, namely a One-Shot case study, the researchers assessed 240 trainers from co-curricular outdoor education centres across Malaysia. …”
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Impact of an Interleukin-1 Receptor Antagonist and Erythropoietin on Experimental Myocardial Ischemia/Reperfusion Injury by Christina Grothusen, Angelika Hagemann, Tim Attmann, Jan Braesen, Ole Broch, Jochen Cremer, Jan Schoettler

“…After 15 min of ischemia, a single shot of Anakinra (2 mg/kg body weight (bw)) or erythropoietin (5000 IE/kg bw) was administered intravenously. …”
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Cross-Supervised LiDAR-Camera Fusion for 3D Object Detection by Chao Jie Zuo, Cao Yu Gu, Yi Kun Guo, Xiao Dong Miao

“…Recently, significant progress has been made in 3D object detection methods based on lift-splat-shot (LSS-based) approaches. However, inaccurate depth estimation and substantial semantic information loss remain significant factors limiting the accuracy of 3D detection. …”
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Experience of Penetrating Gunshot Wound on Head in Korea by Hong Rye Kim, Seung Je Go, Young Hoon Sul, Jin Bong Ye, Jin Young Lee, Jung Hee Choi, Seoung Myoung Choi, Yook Kim, Su Young Yoon

“…We present a 58-year-old man who was unintentionally shot by his colleague with a shotgun. The patients underwent computed tomography (CT) for assessment of intracranial injury. …”
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Dislocation density-based simulation of pre-mixed jet effects on residual stress and cell size in 18CrNiMo7-6 alloy steel by MingHao Zhao, HaiYang Hou, FeiHu Ren, Chunsheng Lu, JianWei Zhang, BingBing Wang

“…While the coverage increase has a minimal impact on the smallest average dislocation cell size, larger shot diameters lead to smaller dislocation cell sizes.…”
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