Development and Evaluation of Learning Portfolio Query System Based on LangChain Framework by Nien-Lin Hsueh, Wei-Ting Wang

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NLP neural network copyright protection based on black box watermark by Long DAI, Jing ZHANG, Xuefeng FAN, Xiaoyi ZHOU

“…With the rapid development of natural language processing techniques, the use of language models in text classification and sentiment analysis has been increasing.However, language models are susceptible to piracy and redistribution by adversaries, posing a serious threat to the intellectual property of model owners.Therefore, researchers have been working on designing protection mechanisms to identify the copyright information of language models.However, existing watermarking of language models for text classification tasks cannot be associated with the owner’s identity, and they are not robust enough and cannot regenerate trigger sets.To solve these problems, a new model, namely black-box watermarking scheme for text classification tasks, was proposed.It was a scheme that can remotely and quickly verify model ownership.The copyright message and the key of the model owner were obtained through the Hash-based Message Authentication Code (HMAC), and the message digest obtained by HMAC can prevent forgery and had high security.A certain amount of text data was randomly selected from each category of the original training set and the digest was combined with the text data to construct the trigger set, then the watermark was embedded on the language model during the training process.To evaluate the performance of the proposed scheme, watermarks were embedded on three common language models on the IMDB’s movie reviews and CNews text classification datasets.The experimental results show that the accuracy of the proposed watermarking verification scheme can reach 100% without affecting the original model.Even under common attacks such as model fine-tuning and pruning, the proposed watermarking scheme shows strong robustness and resistance to forgery attacks.Meanwhile, the embedding of the watermark does not affect the convergence time of the model and has high embedding efficiency.…”
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Analysis of Chemical Composition and Sources of PM₁₀ in the Southern Gateway of Beijing by Yu Qu, Juan Yang, Xingang Liu, Yong Chen, Haiyan Ran, Junling An, Fanyeqi Yang

“…The Weather Research and Forecasting model with Chemistry, with integrated process rate analysis, showed that dominant gas-phase reactions (heterogeneous reaction) during daytime (nighttime) in presence of ammonia led to a significant enhancement of nitrate in Zhuozhou, contributing 12.6 μg/m³ in episode 1 and 22.9 μg/m³ in episode 2.…”
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Efficiency of an Ultrafiltration Process for the Depollution of Pretreated Olive Mill Wastewater by Mohammed Zine, Noureddine Touach, El Mostapha Lotfi, Philippe Moulin

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The contribution of an overlooked transport process to a wetland's methane emissions by Cristina M. Poindexter, Dennis D. Baldocchi, Jaclyn Hatala Matthes, Sara Helen Knox, Evan A. Variano

“…Abstract Wetland methane transport processes affect what portion of methane produced in wetlands reaches the atmosphere. …”
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THE STUDY OF FRUCTOSE DESTRUCTION DYNAMICS IN THE PROCESS OF CUCUMBERS DIRECTED FERMENTATION by V. V. Kondratenko, O. Yu. Lyalina, N. E. Posokina, E. S. Tyrina, V. I. Tereshonok

“…The developed mathematical model adequately described the degree of fructose destruction at the process of treatment. …”
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Production of Saccharomyces cerevisiae from agricultural and food processing wastes by Maribel Abadias, Guillem Segarra, Cristina Solsona, Ingrid Aguiló-Aguayo, Maria Gómez, Rosario Torres, Neus Teixidó

“…In this work, different agricultural and food processing wastes from the potato, wheat and tomato industries were studied as potential feedstocks to produce yeasts, using Saccharomyces cerevisiae as a model. …”
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IMPROVING THE METHOD OF FROZEN BERRY PROCESSING IN THE DEVICE WITH VIBRATING PLATE by Sorokopud A.F., Plotnikov I.B., Plotnikova L.V.

“…Then the plate is set in motion. Processing is stopped when equilibrium in the system is reached. …”
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Stochastic and Percolating Models of Blocking Computer Networks Dynamics during Distribution of Epidemics of Evolutionary Computer Viruses by S. A. Lesko, A. S. Alyoshkin, V. V. Filatov

“…The solution also makes it possible to estimate the time required to reach the percolation threshold. The model incorporates the evolutionary properties of viruses: previously immunized or disinfected nodes can be infected again after a certain time interval. …”
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Techno-economic feasibility study of ammonia recovery from sewage sludge digestate in wastewater treatment plants by Mohammad Alrbai, Sameer Al-Dahidi, Bashar Shboul, Mosa Abusorra, Hassan Hayajneh

“…This study explored the feasibility of recovering ammonia from sewage sludge digestate using air stripping. The process was modeled using Aspen Plus® software, utilizing real data from As-Samra WWTP in Jordan. …”
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An open source FEM code for solving coupled thermo-poroelastoplastic processes by Matthew L. McLean, D. Nicolas Espinoza

“… Coupled thermo-hydro-mechanical (THM) processes are ubiquitous in subsurface energy production and geological utilization and storage operations. …”
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Enhancing cancer prevention behaviors through social media: the role of source credibility and message characteristics in Ghana by Barikisu Issaka, Precious Allor, Ebenezer Ato Kwamena Aidoo, Sandra Freda Wood, Anne Amegbeha Amissah, Nancy Muturi

“…Results The results demonstrate associations between constructs from the Health Belief Model and Information Processing Theory and outcomes related to cancer prevention behavior. …”
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Deep learning to classify the ripeness of coffee fruit in the mechanized harvesting process by Marco Antonio Zanella, Mikel Barrio-Conde, Jaime Gomez-Gil, Javier Manuel Aguiar-Perez, María Ángeles Pérez-Juárez, Fabio Moreira da Silva

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What is “policy”, a problem-solving definition or a process conceptualisation? by Hope Nudzor

“…The process model pays attention to the social agency of the policy process and is thus criticised for not focusing on policy-making, but on understanding actor interactions within the process. …”
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Predictive Modelling of H2S Removal from Biogas Generated from Palm Oil Mill Effluent (POME) Using a Biological Scrubber in an Industrial Biogas Plant: Integration of Artificial Ne... by Joanna Lisa Clifford, Yi Jing Chan, Mohd Amran Bin Mohd Yusof, Timm Joyce Tiong, Siew Shee Lim, Chai Siah Lee, Woei-Yenn Tong

“…Experimental approach. First, the process flowsheet model was simulated using a computer programme. …”
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Numerical Simulation of Unsteady Conjugate Heat Transfer of Electrothermal Deicing Process by Zuodong Mu, Guiping Lin, Xiaobin Shen, Xueqin Bu, Ying Zhou

“…A novel 3-D unsteady model of in-flight electrothermal deicing process is presented in this paper to simulate the conjugate mass and heat transfer phenomena of water film runback, phase change, and solid heat conduction. …”
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THE BIOHARMONIZED RECONNECTION OF THE AGRICULTURAL SYSTEM IN ROMANIA'S TERRITORY IN THE PROCESS OF ADMINISTRATIVE REORGANIZATION by Romulus GRUIA, Agatha POPESCU, Liviu GACEU

“…Romania is an eloquent example in this sense because of the major imbalances of all kinds which have been accumulated between Romania's counties based on an outdated model of territorial organization having serious socio-economic and political implications. …”
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Characteristic Analysis of Adiabatic Spray Absorption Process in Aqueous Ammonia Solution by Su Fengmin, Deng Yangbo, Gao Hongtao

“…In the paper, an improved analytical Newman model is presented which can consider the absorption heat effect on adiabatic spray absorption process. …”
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Simulation and Analysis of Dynamic Process Distribution Effect of High Voltage IGBT by Wanru SUN, Yaohua WANG, Jiang LIU, Mingchao GAO, Li LI, Cui LI, Ruifen NIE, Rui JIN

“…Around the electrical and temperature characteristics of IGBT, the dynamic process distribution of high-voltage IGBT chip was studied, the device structure of IGBT chip was modeled, the IGBT model with grid resistance and grid distributed resistance with Spice circuit was built, and the changes of voltage, current and power in the dynamic process of IGBT chip were simulated and analyzed. …”
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The concept of the average stress in the fracture process zone for the search of the crack path by Yu.G. Matvienko, M.M. Semenova

“…This criterion states that a crack grows when the maximum average tangential stress in the fracture process zone ahead of the crack tip reaches its critical value and the crack growth direction coincides with the direction of the maximum average tangential stress along a constant radius around the crack tip. …”
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