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2021

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Differentiating Instruction Through One-On-One Literacy Conferences, Rebecca Sue Klenk Aug 2021

Differentiating Instruction Through One-On-One Literacy Conferences, Rebecca Sue Klenk

Masters Projects

Today's classroom has a wide range of diversity. To meet these needs, students need individualized instruction. Many classrooms today still present instruction through whole-group. However, research has found this does not benefit students the way differentiated instruction can. Differentiated instruction has two significant misunderstandings. One, teachers see it as they must provide different lessons plans for each student's needs. Secondly, teachers think differentiated instruction is only needed for students working below proficiency. However, with the use of one-on-one reading conferences, teachers can meet all their students' diverse needs and provide differentiated instruction.

Conferring is tailoring instruction to meet students' strengths …


Culturally Responsive Classroom Libraries In Middle School And High School English Language Arts Classrooms, Brandy Coleman Aug 2021

Culturally Responsive Classroom Libraries In Middle School And High School English Language Arts Classrooms, Brandy Coleman

Masters Projects

Research shows that the cultural makeup of students in classrooms today in the United States has changed from classrooms of the past. These changes demand teachers to create classroom libraries that are culturally responsive. Culturally responsive classroom libraries can increase student engagement, shape students’ reading identities, and provide opportunities for students to create meaning with a text. This project examines what research literature has studied regarding how culturally responsive pedagogy impacts student identities, engagement through choice, books as window, mirrors, and sliding glass doors (Bishop, 1990), and instructional practices. Using reader response theory, the project focuses on tools to identify …


Implementation Of Positive Behavior Interventions And Supports Model: Impacting Perceptions Of School Climate, Olivia L. Johnson Aug 2021

Implementation Of Positive Behavior Interventions And Supports Model: Impacting Perceptions Of School Climate, Olivia L. Johnson

Masters Projects

The perceptions of the individuals involved in a school organization shape the overarching view of school climate. School climate shapes the way in which the organization functions, specifically analyzing the attitudes and behaviors of those involved. The opinions of stakeholders are shaped on experiences had, relationships formed, visions portrayed by the organization, and the feeling of safety the school provides. Studies have revealed the need for a program that focuses upon the listed areas, creating a framework for all stakeholders to follow, in order to enhance school climate. This project examines evidence-based strategies surrounding Positive School Interventions and Supports (PBIS) …


Princesses, Divas, And Mother Runners: Gendered Institutional And Vernacular Rhetorics In Running Events, Stacy Cacciatore Aug 2021

Princesses, Divas, And Mother Runners: Gendered Institutional And Vernacular Rhetorics In Running Events, Stacy Cacciatore

All Dissertations

This project studies at the intersection of gender, rhetoric, and running, examining, in particular, the way rhetorics are gendered in institutional and vernacular spaces surrounding coed and women’s running events. It asks: In what ways are rhetorics of coed and women’s running events gendered? What are the similarities and differences between institutional and vernacular rhetorics in these events? How are rhetorics in virtual events gendered digitally? Conducting a rhetorical analysis of institutional and vernacular rhetorics offers new perspectives on women’s lived experiences and provides a deeper understanding of gendered rhetorics in women’s running events. Princesses, Divas, and Mother Runners: Gendered …


Framing The Guard: A Content Analysis Of How The News Media Frames The National Guard During Times Of Crisis., Taylor L. Tolles Aug 2021

Framing The Guard: A Content Analysis Of How The News Media Frames The National Guard During Times Of Crisis., Taylor L. Tolles

Electronic Theses and Dissertations

A quantitative content analysis of 585 newspaper articles gathered from seven news sources that covered the National Guard’s response to COVID-19, BLM Protests, and the Capitol Riot were used to determine the prevalence of frames used to depict the Guard during times of crisis. By using the five frames found in media framing (Entman, 1991), the prevalence of frames found in newspaper media was compared to the prevalence of frames found to be used in times of crisis (Semetko & Valkenburg, 2000). The results showed that even though the Guard’s response in times of crisis is similarly framed as previous …


Urban Teacher's Perspectives On Teaching Diverse Students., Julie Chancellor Aug 2021

Urban Teacher's Perspectives On Teaching Diverse Students., Julie Chancellor

Electronic Theses and Dissertations

Teachers who are mostly White often do not understand their cultural disconnect from their mostly non-White students (Blaisdell, 2016; King, 1991). Having teachers exposed to, and competent with, Culturally Responsive Pedagogy (CRP) (Ladson-Billings, 1995) and Culturally Sustaining Pedagogy (CSP) (Paris, 2012) can help bridge that divide. Since CSP is a relative newcomer to educational pedagogy, this study was designed to discover what CSP traits teachers have and how these traits impact their students. This qualitative case study is comprised of four teachers at one urban high school that has historically been designated as not making adequate progress. These teachers are …


Measuring Similar But Distinct Aspects Of The Memory System: A Proof Of Concept Study, Hailey A. Martineau Aug 2021

Measuring Similar But Distinct Aspects Of The Memory System: A Proof Of Concept Study, Hailey A. Martineau

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

This study assessed the reliability and convergent validity of a discourse-level measure of chunking in memory. Measures were obtained for 58, school-age children with and without developmental language disorders. Results indicated that the word, sentence and discourse measures of chunking measured similar but distinct aspects of the memory system.


The Postmodern Legal Ordering Of The Economy, Ioannis Kampourakis Aug 2021

The Postmodern Legal Ordering Of The Economy, Ioannis Kampourakis

Indiana Journal of Global Legal Studies

This article purports to show how the postmodern · tenets of particularity, reflexivity, decentralization, and pluralism map on to current legal forms and structures of market regulation. This is the case in the regulatory paradigm of shaping markets ''from within," the aspiration of which is to embed public and social values in the operations of private corporate actors, while expanding private corporate actors' regulatory authority and scope of self-governance. As the state attempts to harness the regulatory potential of the social sphere to impose sanctions for corporate misconduct, the role of the law becomes to facilitate the permeability of private …


Parafoveal Processing Of Orthographic, Morphological, And Semantic Information During Reading Arabic: A Boundary Paradigm Investigation, Ehab W. Hermena, Eida J. Juma, Maryam Aljassmi Aug 2021

Parafoveal Processing Of Orthographic, Morphological, And Semantic Information During Reading Arabic: A Boundary Paradigm Investigation, Ehab W. Hermena, Eida J. Juma, Maryam Aljassmi

All Works

Evidence shows that skilled readers extract information about upcoming words in the parafovea. Using the boundary paradigm, we investigated native Arabic readers' processing of orthographic, morphological, and semantic information available parafoveally. Target words were embedded in frame sentences, and prior to readers fixating them, one of the following previews were made available: (a) Identity preview; (b) Preview that shared the pattern morpheme with the target; (c) Preview that shared the root morpheme with the target; (d) Preview that was a synonym with the target word; (e) Preview with two of the root letters were transposed thus creating a new root, …


Characterizing Search Activities On Stack Overflow, Jiakun Liu, Sebastian Baltes, Christoph Treude, David Lo, Yun Zhang, Xin Xia Aug 2021

Characterizing Search Activities On Stack Overflow, Jiakun Liu, Sebastian Baltes, Christoph Treude, David Lo, Yun Zhang, Xin Xia

Research Collection School Of Computing and Information Systems

To solve programming issues, developers commonly search on Stack Overflow to seek potential solutions. However, there is a gap between the knowledge developers are interested in and the knowledge they are able to retrieve using search engines. To help developers efficiently retrieve relevant knowledge on Stack Overflow, prior studies proposed several techniques to reformulate queries and generate summarized answers. However, few studies performed a large-scale analysis using real-world search logs. In this paper, we characterize how developers search on Stack Overflow using such logs. By doing so, we identify the challenges developers face when searching on Stack Overflow and seek …


It’S Not You, It’S Me: Measuring Erotic Self–Focus, Evan Fertel Aug 2021

It’S Not You, It’S Me: Measuring Erotic Self–Focus, Evan Fertel

UNLV Theses, Dissertations, Professional Papers, and Capstones

Research suggests the presence of a non-relational aspect of women’s sexuality wherein a focus on oneself may be linked to elevations in sexual desire/arousal. Some theorists have even asserted that women may be, in some ways, their own sexual objects. Building on a previous exploration of what is now termed Erotic Self-Focus (ESF; Fertel, 2015), the present study developed a refined measure of ESF to further assess the validity and nature of this new construct. An exploratory factor analysis revealed four factors: Arousal to Own Body, Self/Own-Gender Focus vs. Partner/Other-Gender Focus, Self-Focused Arousal – Physical, Self-Focused Arousal – Mental. Although …


The Use Of Post-Course Feedback On Mastery Learning In A Professional Development Context, Thomas M. Kramer Aug 2021

The Use Of Post-Course Feedback On Mastery Learning In A Professional Development Context, Thomas M. Kramer

UNLV Theses, Dissertations, Professional Papers, and Capstones

This study investigated the effect of feedback to measure post-mastery learning in a professional development course designed for child welfare worker. In addition, the study explored the subjects’ perceptions of benefits gained by taking an online professional development course for child welfare worker. Specifically, the effect of email summaries sent out after the completion of the course on the participant’s retention of material covered in the course was assessed. The summary emails were designed to enhance the benefits of reviewing the study material after the completion of the course with a particular focus on the quantity and frequency of reminders …


The Butterfly Lovers’ Violin Concerto (1959), Ying Zhang Aug 2021

The Butterfly Lovers’ Violin Concerto (1959), Ying Zhang

UNLV Theses, Dissertations, Professional Papers, and Capstones

The study examines the importance of the Butterfly Lovers’ violin concerto (1959) by He Zhanhao and Chen Gang and the related research on its musical and culture context in China, focusing on how students from the Shanghai Conservatory of Music explored the use of Chinese traditional music elements on a western instrument, the violin in the 1950s. The dissertation discusses three aspects: the social and compositional introductory background, composition analysis and the influence of this piece in the eastern and western musical worlds. In the first chapter, I give a brief introduction to the piece. When the new People’s Republic …


Meeting The Needs Of Adult Language Learners: A Focus On Communication And Literacy, Jessica Hercules Aug 2021

Meeting The Needs Of Adult Language Learners: A Focus On Communication And Literacy, Jessica Hercules

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

This portfolio is a compilation of the author’s perspectives and reflections about teaching and language acquisition during her time in the Master of Second Language Teaching (MSLT) program at Utah State University. The portfolio includes samples of writing on a variety of topics surrounding second language teaching and acquisition developed through study and teaching experience.

This collection of papers begins with the author’s perspectives on teaching, including a description of her desired professional environment, a reflection on her experiences observing other language teachers, and the author’s teaching philosophy statement. In the second section, the author presents two research papers and …


A Teacher's Guide In Creating Linguistic Diverse Classroom: Code-Meshing And Translingual Practice In First-Year Composition, Yvonne Liu Aug 2021

A Teacher's Guide In Creating Linguistic Diverse Classroom: Code-Meshing And Translingual Practice In First-Year Composition, Yvonne Liu

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

This thesis and portfolio are inspired by the recent code-meshing pedagogy movement to promote linguistic justice in the composition classroom along with the author’s personal journey in English learning. The traditional, monolingual practice in the composition classroom often isolates international students who have multilingual abilities above the rest of the students. The idea that there is only one correct use of English—standard English—assumes that one type of English is better than others. However, most native speakers cannot explain the rules and mechanism of standard English, which leaves international students often feeling frustrated and lowers their confidence in English writing and …


El Guitarrista Y Sus Cambios De Codigos: Cruzando Fronteras Musicales [The Guitarist And Code-Switching: Crossing Musical Borders], Hector Manuel Aguilar Aug 2021

El Guitarrista Y Sus Cambios De Codigos: Cruzando Fronteras Musicales [The Guitarist And Code-Switching: Crossing Musical Borders], Hector Manuel Aguilar

Theses and Dissertations

The guitar in border towns has links to many musical cultures that vary in their ways of being due to the customs of the specific space. Individual guitarists learn how to navigate the different environments because they understand the etiquettes needed to belong and participate in the musical circles.

In this autoethnographic work, I explore the various musical spaces that I have participated in through my musical journey growing up in Brownsville, Texas, to understand further how the individual musician embodies the style of music s/he performs. As a primary data source for my work, I use the experiences that …


The Erosion Of Theological Understanding, Thomas Glenn Sleeth Aug 2021

The Erosion Of Theological Understanding, Thomas Glenn Sleeth

Doctoral Dissertations and Projects

Many Christian churches have been experiencing declines in attendance at Sunday services, Bible studies, and prayer meetings, and have experienced the affects of an apathetic attitude toward Christian community engagement. The lack of teaching scripturally accurate Biblical doctrine and applying scripture to daily life has led to a sharp decrease in discipleship. By examining the attitudes and reasons contributing to this lack of Christian participation and scriptural understanding, pastors and other church leadership can address the specific rationales for not living the scripture in daily life. Through the advent of a discipleship program an increase for the desire of congregants …


A Content Analysis Of Social Media Posts Among Recreational Cyclists: A Gender Perspective, Eunjung Kim, Kijung Choi, James Lappeman, Jari Salo Aug 2021

A Content Analysis Of Social Media Posts Among Recreational Cyclists: A Gender Perspective, Eunjung Kim, Kijung Choi, James Lappeman, Jari Salo

Research outputs 2014 to 2021

Recreational cyclists are pertinent but rarely studied leisure and tourism segment. Recreational cycling has traditionally been considered as a ‘masculine stereotyped’ sport. The purpose of the research is to better understand a gendered consumer view of recreational cycling and to possibly promote recreational cycling to women and men in countries like South Africa with keen interests of recreational cycling in the form of sport tourism. This research employs a content analysis of social media posts on Facebook, Instagram and Twitter as a research method. Specifically, the gendered nature of recreational cycling is focused upon. In total, 2,504 posts from 1,598 …


An Agenda For Research And Action Toward Diverse And Just Futures For Life On Earth, Carina Wyborn, J. Montana, N. Kalas, S. Clement, F. Davila, N. Knowles, E. Louder, M. Balan, J. Chambers, L. Christel, T. Forsyth, G. Henderson, S. Izquierdo Tort, Michelle Mei Ling Lim, Et Al Aug 2021

An Agenda For Research And Action Toward Diverse And Just Futures For Life On Earth, Carina Wyborn, J. Montana, N. Kalas, S. Clement, F. Davila, N. Knowles, E. Louder, M. Balan, J. Chambers, L. Christel, T. Forsyth, G. Henderson, S. Izquierdo Tort, Michelle Mei Ling Lim, Et Al

Research Collection Yong Pung How School Of Law

Decades of research and policy interventions on biodiversity have insufficiently addressed the dual issues of biodiversity degradation and social justice. New approaches are therefore needed. We devised a research and action agenda that calls for a collective task of revisiting biodiversity toward the goal of sustaining diverse and just futures for life on Earth. Revisiting biodiversity involves critically reflecting on past and present research, policy, and practice concerning biodiversity to inspire creative thinking about the future. The agenda was developed through a 2-year dialogue process that involved close to 300 experts from diverse disciplines and locations. This process was informed …


Radbruch’S Formula Revisited: The ‘Lex Injusta Non Est Lex’ Maxim In Constitutional Democracies, Seow Hon Tan Aug 2021

Radbruch’S Formula Revisited: The ‘Lex Injusta Non Est Lex’ Maxim In Constitutional Democracies, Seow Hon Tan

Research Collection Yong Pung How School Of Law

According to German legal philosopher Gustav Radbruch, laws that are substantively unjust to an intolerable degree should not be regarded as legally valid, even if they were promulgated according to stipulated procedure. Radbruch’s Formula (as his position has been termed) contradicts the central tenet of legal positivism, according to which the existence of laws does not necessarily depend on their merit. While some legal positivists suppose that legal invalidity based on the content of particular laws is a central tenet of natural law theory, natural law theorists such as John Finnis opine that the lex injusta non est lex maxim …


Evaluating Decision Making In Sustainable Project Selection Between Literature And Practice, Rakan Alyamani, Suzanna Long, Mohammad Nurunnabi Aug 2021

Evaluating Decision Making In Sustainable Project Selection Between Literature And Practice, Rakan Alyamani, Suzanna Long, Mohammad Nurunnabi

Engineering Management and Systems Engineering Faculty Research & Creative Works

A robust project selection process is critical for the selection of sustainable projects that meet the needs of an organization or community. There are multiple factors or criteria that can be considered in the selection of the appropriate sustainable project, but it can be challenging to find sufficient depth of expert opinion to perform a strong evaluation of these criteria. Several researchers have turned to the sustainable project literature as a source of expert opinion to evaluate the criteria used in sustainable project selection and rank them based on importance using different multi-criteria decision-making (MCDM) methodologies. However, using the literature …


A Whole New (Eastern) World: Ramy Youssef’S Role In The Undoing Of Orientalism In Modern-Day Media, Mary Hanna Aug 2021

A Whole New (Eastern) World: Ramy Youssef’S Role In The Undoing Of Orientalism In Modern-Day Media, Mary Hanna

Theses, Dissertations and Culminating Projects

In 2019, writer and director Ramy Youssef debuted his semi-autobiographical television series, Ramy. Youssef’s series is a coming-of-age story that documents the typical trials and tribulations of entering adulthood all while navigating these issues as a young Muslim Egyptian American. The creation of the show in part serves to address common Orientalist misconceptions regarding religion, customs, and gender roles that exist in mainstream media, especially in a post 9/11 world. Youssef’s intention is to derail the trajectory of this discourse by offering an often overlooked first-hand portrayal of a diasporic Arab and Muslim experience in America that defies the predominant …


Student’S Challenges In Access To Digital Resources In Higher Education Institutes Of Pakistan, Qaiser Iqbal, Muhammad Tariq, Zaheer Ahmad Aug 2021

Student’S Challenges In Access To Digital Resources In Higher Education Institutes Of Pakistan, Qaiser Iqbal, Muhammad Tariq, Zaheer Ahmad

Library Philosophy and Practice (e-journal)

Purpose-

Consider that some high-quality learning processes in higher education are impossible without the use of technology, particularly considering its impact on the development of abilities & skills for the 21st-century. Shifting from a paper resource to a digital format enables users with a variety of access and usage options. Still, at the same time, some other challenges emerged which include the quality, cost, life, validity and credibility of digital contents. This research work is a detailed description of the challenges/ problems confronting by the researchers while accessing digital information resources.

Methodology- This study designed a quantitative research method by …


How Do You Visit: Identifying Addicts From Large-Scale Transit Records Via Scenario Deep Embedding, Canghong Jin, Dongkai Chen, Zhiwei Lin, Zemin Liu, Minghui Wu Aug 2021

How Do You Visit: Identifying Addicts From Large-Scale Transit Records Via Scenario Deep Embedding, Canghong Jin, Dongkai Chen, Zhiwei Lin, Zemin Liu, Minghui Wu

Research Collection School Of Computing and Information Systems

Identification of individuals based on transit modes is of great importance in user tracking systems. However, identifying users in real-life studies is not trivial owing to the following challenges: 1) activity data containing both temporal and spatial context are high-order and sparse; 2) traditional two-step classifiers depend on trajectory patterns as input features, which limits accuracy especially in the case of scattered and diverse data; 3) in some cases, there are few positive instances and they are difficult to detect. Therefore, approaches involving statistics-based or trajectory-based features do not work effectively. Deep learning methods also suffer from the problem of …


Cosy: Counterfactual Syntax For Cross-Lingual Understanding, Sicheng Yu, Hao Zhang, Yulei Niu, Qianru Sun, Jing Jiang Aug 2021

Cosy: Counterfactual Syntax For Cross-Lingual Understanding, Sicheng Yu, Hao Zhang, Yulei Niu, Qianru Sun, Jing Jiang

Research Collection School Of Computing and Information Systems

Pre-trained multilingual language models, e.g., multilingual-BERT, are widely used in cross-lingual tasks, yielding the state-of-the-art performance. However, such models suffer from a large performance gap between source and target languages, especially in the zero-shot setting, where the models are fine-tuned only on English but tested on other languages for the same task. We tackle this issue by incorporating language-agnostic information, specifically, universal syntax such as dependency relations and POS tags, into language models, based on the observation that universal syntax is transferable across different languages. Our approach, named COunterfactual SYntax (COSY), includes the design of SYntax-aware networks as well as …


Discovery Of Mental Wellness Via Social Analytics For Liveability In An Urban City, Kar Way Tan Aug 2021

Discovery Of Mental Wellness Via Social Analytics For Liveability In An Urban City, Kar Way Tan

Research Collection School Of Computing and Information Systems

Smart cities, are often perceived as urban areas that use technologies to manage resources, improve economy and enhance community livelihood. In this paper, we share an approach which uses multiple sources of data for evidence-based analysis of the public's views, concerns and sentiments on the topic related to mental wellness. We hope to bring forth a better understanding of the existing concerns of the citizens and available social support. Our study leverages on social sensing via text mining and social network analysis to listen to the voices of the citizens through revealed content from web data sources, such as social …


Code2que: A Tool For Improving Question Titles From Mined Code Snippets In Stack Overflow, Zhipeng Gao, Xin Xia, David Lo, John C. Grundy, Yuan-Fang Li Aug 2021

Code2que: A Tool For Improving Question Titles From Mined Code Snippets In Stack Overflow, Zhipeng Gao, Xin Xia, David Lo, John C. Grundy, Yuan-Fang Li

Research Collection School Of Computing and Information Systems

Stack Overflow is one of the most popular technical Q&A sites used by software developers. Seeking help from Stack Overflow has become an essential part of software developers' daily work for solving programming-related questions. Although the Stack Overflow community has provided quality assurance guidelines to help users write better questions, we observed that a significant number of questions submitted to Stack Overflow are of low quality. In this paper, we introduce a new web-based tool, Code2Que, which can help developers in writing higher quality questions for a given code snippet. Code2Que consists of two main stages: offline learning and online …


Are Missing Links Predictable? An Inferential Benchmark For Knowledge Graph Completion, Yixin Cao, Xiang Ji, Xin Lv, Juanzi Li, Yonggang Wen, Hanwang Zhang Aug 2021

Are Missing Links Predictable? An Inferential Benchmark For Knowledge Graph Completion, Yixin Cao, Xiang Ji, Xin Lv, Juanzi Li, Yonggang Wen, Hanwang Zhang

Research Collection School Of Computing and Information Systems

We present InferWiki, a Knowledge Graph Completion (KGC) dataset that improves upon existing benchmarks in inferential ability, assumptions, and patterns. First, each testing sample is predictable with supportive data in the training set. To ensure it, we propose to utilize rule-guided train/test generation, instead of conventional random split. Second, InferWiki initiates the evaluation following the open-world assumption and improves the inferential difficulty of the closed-world assumption, by providing manually annotated negative and unknown triples. Third, we include various inference patterns (e.g., reasoning path length and types) for comprehensive evaluation. In experiments, we curate two settings of InferWiki varying in sizes …


Learning From Miscellaneous Other-Class Words For Few-Shot Named Entity Recognition, Meihan Tong, Shuai Wang, Bin Xu, Yixin Cao, Minghui Liu, Lei Hou, Juanzi Li Aug 2021

Learning From Miscellaneous Other-Class Words For Few-Shot Named Entity Recognition, Meihan Tong, Shuai Wang, Bin Xu, Yixin Cao, Minghui Liu, Lei Hou, Juanzi Li

Research Collection School Of Computing and Information Systems

Few-shot Named Entity Recognition (NER) exploits only a handful of annotations to identify and classify named entity mentions. Prototypical network shows superior performance on few-shot NER. However, existing prototypical methods fail to differentiate rich semantics in other-class words, which will aggravate overfitting under few shot scenario. To address the issue, we propose a novel model, Mining Undefined Classes from Other-class (MUCO), that can automatically induce different undefined classes from the other class to improve few-shot NER. With these extra-labeled undefined classes, our method will improve the discriminative ability of NER classifier and enhance the understanding of predefined classes with stand-by …


How Knowledge Graph And Attention Help? A Qualitative Analysis Into Bag-Level Relation Extraction, Zikun Hu, Yixin Cao, Lifu Huang, Tat-Seng Chua Aug 2021

How Knowledge Graph And Attention Help? A Qualitative Analysis Into Bag-Level Relation Extraction, Zikun Hu, Yixin Cao, Lifu Huang, Tat-Seng Chua

Research Collection School Of Computing and Information Systems

Knowledge Graph (KG) and attention mechanism have been demonstrated effective in introducing and selecting useful information for weakly supervised methods. However, only qualitative analysis and ablation study are provided as evidence. In this paper, we contribute a dataset and propose a paradigm to quantitatively evaluate the effect of attention and KG on bag-level relation extraction (RE). We find that (1) higher attention accuracy may lead to worse performance as it may harm the model’s ability to extract entity mention features; (2) the performance of attention is largely influenced by various noise distribution patterns, which is closely related to real-world datasets; …