Reviewerly/exHarmony huggingface dataset:
A Comparative Study on Hadoop MapReduce and Apache Spark Framework for Big Data Analytics

In today internet world, due to the current advent of new technologies, mobile devices, and communication media like social networking sites, the amount of data generated every year is growing at a very high rate.The growth of this generated data is beyond our imagination.It is impossible to store these huge data sets in RDMBSs like MySQL, as there are no specific formats of the data and that can be in either text or image formats.It requires the need of technologies which can easily manage and process huge volumes of structured and unstructured data in real-time and can protect data privacy and security.Big data technologies like MapReduce, Apache Flume, and Apache Spark can capture, store, and analyze this huge amount of data in very efficient and less costly manner.Spark and MapReduce programming frameworks provide an effective open-source solution for managing and analyzing the Big Data.MapReduce is a high-performance distributed Big Data programming framework.It processes the data in batch processing environment.On the other hand, Apache Spark is a scalable distributed inmemory data processing engine.It processes the data in both batch and real time environment.It uses Resilient Distributed Datasets (RDD) and Directed Acyclic Graph (DAG) for data processing.In this paper, a review on Hadoop MapReduce and Apache Spark have been made by comparing them on various parameters like performance, streaming, fault tolerance, storage, language support, and reliability.
Deep Gaussian Covariance Network with Trajectory Sampling for Data-Efficient Policy Search

Probabilistic world models increase data efficiency of model-based reinforcement learning (MBRL) by guiding the policy with their epistemic uncertainty to improve exploration and acquire new samples. Moreover, the uncertainty-aware learning procedures in probabilistic approaches lead to robust policies that are less sensitive to noisy observations compared to uncertainty unaware solutions. We propose to combine trajectory sampling and deep Gaussian covariance network (DGCN) for a data-efficient solution to MBRL problems in an optimal control setting. We compare trajectory sampling with density-based approximation for uncertainty propagation using three different probabilistic world models; Gaussian processes, Bayesian neural networks, and DGCNs. We provide empirical evidence using four different well-known test environments, that our method improves the sample-efficiency over other combinations of uncertainty propagation methods and probabilistic models. During our tests, we place particular emphasis on the robustness of the learned policies with respect to noisy initial states.
Improving Line Search Methods for Large Scale Neural Network Training

In recent studies, line search methods have shown significant improvements in the performance of traditional stochastic gradient descent techniques, eliminating the need for a specific learning rate schedule. In this paper, we identify existing issues in state-of-the-art line search methods, propose enhancements, and rigorously evaluate their effectiveness. We test these methods on larger datasets and more complex data domains than before. Specifically, we improve the Armijo line search by integrating the momentum term from ADAM in its search direction, enabling efficient large-scale training, a task that was previously prone to failure using Armijo line search methods. Our optimization approach outperforms both the previous Armijo implementation and tuned learning rate schedules for Adam. Our evaluation focuses on Transformers and CNNs in the domains of NLP and image data. Our work is publicly available as a Python package, which provides a hyperparameter free Pytorch optimizer.
Pengaruh Subtitle pada Motion Graphics "Affordable" terhadap Pemahaman Siswa Kelas VII SMPN 7 Bogor

The aim of this study is to assess the influence of subtitles in the "Affordable" motion graphics on the comprehension of 7th-grade students at SMPN 7 Bogor. This research utilizes a quantitative descriptive approach. In this study, samples are obtained through non-probability sampling, and respondents are selected using purposive sampling. Simple linear regression is employed as the data analysis technique. The results of the simple linear regression analysis reveal that the "Affordable" motion graphics have a positive and significant impact on the comprehension of 7th-grade students at SMPN 7 Bogor, accounting for 24.46%, while the remaining 75.54% is influenced by other variables.
Humble Leadership Style as Green Human Resource Management: Nurses’Organizational Trust and Work Resilience

Background: The cultivation of humble leadership skills is crucial for fostering and preserving thedirect organizational connection among nurses while also bolstering organizational trust and promotingthe resilience of nurses in their work.The research aimed to examine the relation between humbleleadership style, organizational trust, and nurse work resilience. Design: A cross-sectional analyticalresearch design was utilized to conduct this study. Setting: The study was conducted at Minia UniversityHospital and an obstetric and pediatric hospital which are affiliated with the Ministry of HigherEducation and Scientific Research. Subjects: A convenient sample was used in the current study; theirtotal number was 222 nurses. Tools: Humble leadership style practices scale, Organizational Trust Scale,and Resilience at Work Scale (RAW-S). Results: The indicated findings revealed that the majority ofnurses exhibited an elevated disposition towards a humble leadership style, nearly two-thirds had amoderate level of organizational trust, and most of them demonstrated resilience in their workenvironment. Also, a fair, positive association was found between organizational trust and workresilience. Conclusion: A humble Leadership Style as green human resource management effectpositively affects organizational trust and work resilience. This is achieved through the establishment oftrust among staff nurses, which in turn serves as an indicator for fostering healthy relationships andpromoting resilience in the workplace. Recommendation: Managers, nurses, and human resourcesprofessionals can all benefit from advice on how to establish rapport with patients and coworkers in ahealthcare setting, and administrators of healthcare facilities should prioritize fostering positiverelationships between different departments.
Predicting root numbers with neural networks

We report on two machine learning experiments in search of statistical relationships between Dirichlet coefficients and root numbers or analytic ranks of certain low-degree $L$-functions. The first experiment is to construct interpretable models based on murmurations, a recently discovered correlation between Dirichlet coefficients and root numbers. We show experimentally that these models achieve high accuracy by learning a combination of Mestre-Nagao type heuristics and murmurations, noting that the relative importance of these features varies with degree. The second experiment is to search for a low-complexity statistic of Dirichlet coefficients that can be used to predict root numbers in polynomial time. We give experimental evidence and provide heuristics that suggest this can not be done with standard machine learning techniques.
Towards Industry 4.0: Innovation of Digital-Based Academic Administration System in Islamic Religious Universities

The Industry 4.0 era demands digitalization in all fields, including public services in the higher education sector. This research aims to develop a digital-based academic administration service system. The research was conducted at the Faculty of Tarbiyah and Keguruan Sciences, Institut Agama Islam Negeri Palopo. The development method used was Rapid Application Development (RAD), with stages of requirements planning, system design, development and feedback collection, and product implementation. This research involved staff or education personnel and web developer experts. Data were collected through observation and validation questionnaires and analyzed descriptively using percentage techniques to determine validity. Product validity was tested by expert web developers through analysis using the Aiken V formula. This research provides an important understanding of the importance of digitalization in improving the efficiency and quality of academic administration services in the digital era. The results of this study provide a significant contribution to developing a digital-based academic administration service system and can be a foundation for further research and development in the future. This research significantly impacts academic administration practice by contributing to a digital-based service system. These findings can be the basis for further research and development on optimizing academic administration services in the digital era.
PENDIDIKAN KESEHATAN PHBS, TERAPI PIJAT BAYI DIARE DALAM UPAYA MENURUNKAN FREKUENSI BAB PADA ANAK DI RUMAH SAKIT

Abstrak: Diare adalah suatu kondisi dimana seseorang buang air besar dengan konsistensi lembek atau cair, bahkan dapat berupa air saja dan frekuensinya lebih sering. Pijat diare adalah terapi sentuh yang digunakan untuk mengatasi masalah diare dan menurukan frekuensi BAB. Tujuan Kegiatan ini ntuk mengetahui perilaku hidup bersih sehat dan tingkat pengetahuan ibu tentang pijat diare pencegahan diare pada anak. Metode yang digunakan pada kegiatan penyuluhan ini dilakukan melalui cuci tangan 6 langkah dengan praktik langsung dan terapi pijat diare pada anak yang mengalami diare dengan terapi pijat diare. Sebelum dilakukan kegiatan orang tua diberikan kuesioner dengan 10 pertanyann diare pada anak. Setelah mengetahui anak yang mengalami diare orang tua berkumpul untuk mengikuti penkes diare pada anak. Kegiatan ini dilakukan 40 menit. Setelah itu orang tua diberikan kuesioner diare, Kegiatan ini diikuti oleh 20 peserta orang tua. Hasil kegiatan berupa pengaruh pengetahuan orang tua tentang PHBS dan terapi pijat diare dalam penurunan frekuensi BAB dilihat dari kuesioner sebelum pendidikan Kesehatan dilakukan didapat hasil Tingkat pengetahuan sebesar 40% dan setelah kegiatan terjadi pengaruh pengetahuan diare sebanyak 98,8%.Abstract: Diarrhea is a condition where a person defecates with a soft or liquid consistency, it can even be just water and the frequency is more frequent. Diarrhea massage is a touch therapy used to treat diarrhea problems and reduce the frequency of defecation. Activity Objective: To determine healthy clean living behavior and the mother's level of knowledge about diarrhea massage to prevent diarrhea in children. Activity Method: This outreach activity is carried out through 6-step hand washing with direct practice and diarrhea massage therapy for children who experience diarrhea with diarrhea massage therapy. Before carrying out the activity, parents were given a questionnaire with 10 questions about diarrhea in children. After learning that the child had diarrhea, the parents gathered to take part in the child's diarrhea health program. This activity takes 40 minutes. After that, parents were given a diarrhea questionnaire. This activity was attended by 20 parent participants. Activity results: the influence of parents' knowledge about PHBS and diarrhea massage therapy in reducing the frequency of defecation seen from the questionnaire before the health education was carried out, the results showed that the level of knowledge was 40% and after the activity the influence of diarrhea knowledge was 98.8%.
FUTURE TECHNOLOGICAL EDUCATION OF PROFESSIONAL TEACHERS’ COMPETENCE OF FORMATION MECHANISMS

This article serves to increase the efficiency of the mechanisms of formation of professional competence of highly qualified technological education teachers in pedagogical institutions of higher education.
OPPORTUNITIES FOR THE DEVELOPMENT OF EDUCATIONAL SERVICES BASED ON CREATIVITY PEDAGOGY

The article explores new opportunities for the development of educational services based on the pedagogy of creativity. As the education sector undergoes transformational changes, there is growing recognition of the importance of developing students' creativity. This topic delves into the theoretical foundations of creativity pedagogy, explores its practical applications, and examines potential ways to expand educational services in which creativity is a cornerstone. The goal is to shed light on how using creativity ineducation can lead to more dynamic and effective learning environments.
EDUCATIONAL AND METHODOLOGICAL SUPPORT FOR THE DEVELOPMENT OF PROFESSIONAL QUALITIES IN THE STUDY OF ENGINEERING COMPUTER GRAPHICS

This article outlines the role of the use of modern pedagogical and innovative technologies in teaching engineering graphics. It is stated that the main purpose of using modern pedagogical technologies is to achieve students' efficiency for the easiest mastering the material and advanced training.
DEVELOPMENT OF STUDENTS' GRAPHIC COMPETENCE USING INTERACTIVE METHODS

This article provides methodical recommendations for developing graphic competence by increasing students' motivation with the help of interactive methods.
OPTIMIZING PEDAGOGICAL CONDITIONS FOR STUDENT INTERNATIONALIZATION IN HIGHER EDUCATION INSTITUTIONS

As higher education institutions increasingly globalize, the importance of providing optimal pedagogical conditions for students engaged in internationalization becomes paramount. This article explores various organizational strategies and pedagogical approaches to enhance the educational experience of students in the context of internationalization. Drawing on existing literature and empirical evidence, this paper discusses the significance of cultural competence, language proficiency, intercultural communication skills, and supportive learning environments in fostering successful internationalization initiatives. It also highlights the role of technology, collaborative learning, and experiential learning opportunities in facilitating cross-cultural understanding and academic success among students in higher education institutions. Overall, this article aims to provide insights and recommendations for educators and administrators to effectively organize pedagogical conditions that promote the internationalization goals of their institutions.
INNOVATIVE TECHNOLOGIES IN IMPROVING THE ASSESSMENT COMPETENCE OF FUTURE TEACHERS

This article discusses effective innovative technologies and their importance in improving the assessment competence of future teachers.
DEVELOPMENT OF RESEARCH COMPETENCIES IN THE CONDITIONS OF INTEGRATED EDUCATION IN STUDENTS ON THE BASE OF A COMPETENT APPROACH

This article discusses the adoption of the state educationalstandard of higher education based on the competence approach has resulted in the emergence of competent thinking young people as a result of the integration of higher education, students, science and production, and suggestions and recommendations are given on these approaches.
The Effects of Technology evolution on Cybercrime

The rapid evolution of technology has revolutionized numerous aspects of modern life, however, it has also resulted in additional challenges, particularly in the realm of cybersecurity. This research paper explores the multifaceted effects of technological evolution on cybercrime. It examines how advancements in technology have both facilitated cybercriminal activities and enabled innovative strategies for cybersecurity. This paper aims to provide insight into the complex interplay between technological progress and cybercrime, ultimately highlighting the importance of proactive measures to mitigate cyber threats in an increasingly digitized world.
A Survey on Email Phishing Detection Techniques

Detecting email phishing, a persistent cyber threat, is essential for safeguarding against potential damages. This survey comprehensively examines a spectrum of techniques employed for phishing email detection, ranging from conventional methods to advanced approaches like machine learning and behavioral analysis. Through an evaluation of each technique's merits and limitations, including considerations such as detection accuracy and scalability, this study aims to provide a nuanced understanding of their effectiveness in mitigating phishing risks. Furthermore, the survey delves into the influence of human factors, such as user awareness training, on enhancing overall detection efficacy. By synthesizing insights from diverse research efforts, this survey offers valuable insights into the current landscape of email phishing detection, informing future research directions and guiding the implementation of robust cybersecurity measures.
Creation of MOPOKAR (Card Monopoly) to Enhance Learning Skills in Comparing the Social Conditions of Indonesia and Neighboring Countries in Grade 6

This research aims to create MPOKAR-based (Monopoly Card) learning media and determine its effectiveness in improving students' learning skills. The research employs the Research &amp; Development (R&amp;D) method with the ADDIE model (Analyze, Design, Development, Implementation, Evaluation). Data collection techniques include observation, questionnaires, and tests. The study population consists of sixth-grade students in SDN Pakubeureum 1, located in the Kertajati sub-district of Majalengka Regency, West Java. Random sampling is used to select ten respondents for the study. The collected data are then descriptively analyzed using the SPSS program. The resulting media is highly valid, with a material percentage of 82.5% and a media aspect percentage of 98%. The media's feasibility test yields a percentage of 95%, categorized as highly feasible. Subsequently, the test results (pre-test and post-test) using the one-group pretest-posttest design on ten sixth-grade students show an average pre-test score of 54.00 and a post-test score of 82.00. It is concluded that the post-test results are greater than the pre-test, indicating an improvement in students' learning outcomes. Based on the research findings, it can be stated that the MOPOKAR ASEAN (Monopoly Card) media can enhance learning skills and is thus deemed suitable for use as a learning tool in elementary schools.
The Relationship Between The Use Of Youtube Media And The Learning Outcomes Of Students At SMKN 6 Padang.

This research aims to: 1) Analyzing how the use of Youtube media in SMKN 6 Padang, 2) Analyzing how the learning outcomes of students in class Xl Pasrty and Bakery subjects at SMKN 6 Padang, 3) Analyzing the relationship between the use of YouTube media on the learning outcomes of students in class Xl Pastry and Bakery subjects at SMKN 6 Padang. This type of research is quantitative research with a correlational approach. The population in this study were Xl culinary class students with 101 people. The research sample amounted to 50 people with the sampling technique was simple random sampling. The data collection technique was carried out using a questionnaire (questionnaire) using a Likert scale that had been tested for validity and reliability. Data analysis using descriptive analysis. The results showed that: 1) The use of Youtube media is in the moderate category (73.25%), 2) Student learning outcomes are in the moderate category (78.78%), 3) Based on the results of the research analysis, the correlation value rxy 0.603 was obtained and the tcount value (5.242)&gt; t table 1.667. So it can be said that there is a positive relationship between the use of YouTube media and student learning outcomes.
Model Komunikasi Humas dalam Literasi Media Sosial

The development of technology and social media affects the way we interact and access information. Social media, such as Facebook and Twitter, enable the global exchange of information. The phenomenon of virality accelerates the spread of content, creating new dynamics in delivering messages and influencing public opinion. Digital literacy is the key to dealing with the increasingly advanced technological era, especially through social media. This research aims to observe the communication model of the @ppgkemendikbud Instagram account in providing social literacy about Teacher Professional Education (PPG). This research method is descriptive qualitative with data collection through observation and literature study. The results showed that the Ministry of Education's PPG Instagram account with 1,086 uploads and 462 thousand followers plays a role in providing social literacy about PPG. The success of this account lies in its openness without locking, direct message feature that increases interactivity, and regularly uploading the latest information about PPG, national day commemoration, and education seminars. The PR communication model used involves a two-way approach, covering various PPG highlights, so that it is not only a source of information, but also a place to build a community.
Peran Komunikasi Interpersonal Orang Tua dan Anak dalam Mengatasi Kecemasan Menghadapi Ujian Sekolah

This journal discusses the crucial role of interpersonal communication between parents and children in addressing anxiety before facing school exams at SMP Negeri 1 Garut, utilizing the relational dialectics theory. The method employed in this research is qualitative with a descriptive approach. The objective of this study is to comprehend how interpersonal communication between parents and children can help alleviate anxiety levels before school exams. The data used in this research comprise both primary and secondary data. Primary data were obtained through direct interviews with four children and four parents, including a psychologist. Meanwhile, secondary data encompassed journals, books, and other sources such as online searches or the internet. Data collection techniques used in the study include in-depth interviews, field observations, literature reviews, and online searches. The field research results indicate that interpersonal communication between parents and children plays a highly effective and precise role in reducing the anxiety levels of children before facing school exams.
MEDIATING ROLE OF ORGANIZATIONAL SUPPORT IN THE EFFECT OF SERVANT LEADERSHIP PERCEPTION ON KNOWLEDGE SHARING

Knowledge has become an important asset for today’s organizations. In order for organizations to benefit from knowledge, it is of great importance that knowledge be shared among employees. The aim of this study was to determine the mediating role of perceived organizational support in the effect of servant leadership on knowledge sharing. The research was carried out in Istanbul, Türkiye, between 29 April 2022 and 16 September 2022. Collection of the research data was done via the online survey method with individuals who were employed at private hospitals operating in the city of Istanbul. The obtained results revealed that servant leadership positively affected perceived organizational support. Servant leadership and perceived organizational support had a positive effect on knowledge sharing. Finally, perceived organizational support had a mediating role in the effect of servant leadership on knowledge sharing. This study shows that servant leadership and perceived organizational support are determinants of knowledge sharing.
X-AMR Annotation Tool

This paper presents a novel Cross-document Abstract Meaning Representation (X-AMR) annotation tool designed for annotating key corpus-level event semantics. Leveraging machine assistance through the Prodigy Annotation Tool, we enhance the user experience, ensuring ease and efficiency in the annotation process. Through empirical analyses, we demonstrate the effectiveness of our tool in augmenting an existing event corpus, highlighting its advantages when integrated with GPT-4. Code and annotations: https://github.com/ahmeshaf/gpt_coref