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Articles 9571 - 9600 of 178919
Full-Text Articles in Entire DC Network
Soft Infrastructure And The Location Choice Of Multinational Firms:Evidence From Japanese Investment In The United States In The 1980s, Shuichiro Nishioka, Eric Olson, Haoyu Wang
Soft Infrastructure And The Location Choice Of Multinational Firms:Evidence From Japanese Investment In The United States In The 1980s, Shuichiro Nishioka, Eric Olson, Haoyu Wang
Economics Faculty Working Papers Series
We examine whether culture-specific educational infrastructure influenced the location decisions of multinational enterprises by analyzing Japanese foreign direct investment (FDI) in the United States during the 1980s. Using the quasi-natural experiment of politically-driven Japanese FDI following Reagan-era trade tensions, we test whether pre-existing Japanese Studies programs in U.S. universities predict subsequent Japanese investment across 722 commuting zones. We find that zones with Japanese Studies programs in 1980 were 21-29% more likely to receive new Japanese manufacturing investment by 1992, controlling for traditional determinants likemanufacturing infrastructure, agglomeration, and market access. Our results suggest that "soft infrastructure"—culture-specific human capital pipelines—represents an overlooked …
Open Repository @ Binghamton Monthly Additions And Top Downloads - July 2025, Caitlin Holton
Open Repository @ Binghamton Monthly Additions And Top Downloads - July 2025, Caitlin Holton
Library Created Resources
Newly added work in the Open Repository @ Binghamton (ORB) from 7/1/2025-7/31/2025. Top downloads from same time frame.
Examining The Correlation Between Special Education Eligibility And Socioeconomic Status In Rural Minnesota Public Schools, Lisa Schlosser
Examining The Correlation Between Special Education Eligibility And Socioeconomic Status In Rural Minnesota Public Schools, Lisa Schlosser
Education Doctorate Dissertations
The study examined the relationship between socioeconomic status (SES) and Special Education identification in rural Minnesota schools, focusing on Specific Learning Disabilities and Other Health Disabilities, to determine whether students from lower-income backgrounds are disproportionately identified for Special Education services. Data were collected from five rural Minnesota public schools, analyzing student-level demographic and eligibility data from the 2022–2023 school year. Descriptive statistics, Pearson’s correlation analysis, and ratio calculations assessed the relationship between SES, indicated by free/reduced-price lunch eligibility, and Special Education identification rates. The results revealed a significant positive correlation (r = 0.84) between students qualifying for free/reduced-price lunch and …
“They’Re All Our Students!” Using Data-Based Individualization To Increase Reading Performance For Students With Disabilities In The Resource Setting, Jennifer J. Hill
“They’Re All Our Students!” Using Data-Based Individualization To Increase Reading Performance For Students With Disabilities In The Resource Setting, Jennifer J. Hill
All Dissertations
Students with Disabilities (SWDs) are not making progress in reading, and this is a problem that occurs across the nation. The National Assessment of Educational Progress scores showed that students without disabilities are increasing in reading growth, while SWDs showed a decrease in reading (Stevens et al., 2024; Vaughn & Wanzek, 2014). On average, SWDs are about three years behind their peers in reading (Gilmour et al., 2015). All students, including those with disabilities, need to learn how to read because it leads to success in academics and future careers as an adult (Sullivan et al., 2016). If SWDs do …
Partition, Passport And The Documentary Life Of Belonging, Haimanti Roy
Partition, Passport And The Documentary Life Of Belonging, Haimanti Roy
History Faculty Publications
As India and Pakistan emerged as two new nation-states after 1947, questions around nationality and citizenship animated official and public discourses. While there were constitutional and legal pronouncements to clarify these matters, this article suggests that particular documents governing mobility became central to how such issues were framed and understood. In particular, this article focuses on the Indian passport and similar documents of mobility control, such as the domicile certificate, permits, and so on, to examine how they worked singly and in conjunction to frame the documentary life of belonging. The article also focuses on particular mobile groups, Muslim minorities …
Response Rates And Response Quality Of Online Course Survey For Deaf College Students: A Mixed-Method Study, Abdulaziz Abdullah M. Alqahtani
Response Rates And Response Quality Of Online Course Survey For Deaf College Students: A Mixed-Method Study, Abdulaziz Abdullah M. Alqahtani
Dissertations
The purpose of the current dissertation study was to investigate how different delivery formats (written vs. sign language) of the course survey evaluation affect the response rate, psychometric properties and experiences of deaf and hard of hearing students taking course evaluation of total effectiveness. The following research questions guided this study:
Q1 To what extent do the different delivery formats of the online course evaluation of total effectiveness affect the response rate of DHH college students in KSA? (Quantitative question)
Q2 Do psychometric characteristics of the online course evaluation of total effectiveness differ by the design format of the online …
Regional Perspectives On Service Learning And Implementation Barriers: A Systematic Review, Stephanie Lavaux, José Isaias Salas, Andrés Chiappe, María Soledad Ramírez-Montoya
Regional Perspectives On Service Learning And Implementation Barriers: A Systematic Review, Stephanie Lavaux, José Isaias Salas, Andrés Chiappe, María Soledad Ramírez-Montoya
Artículos científicos
Service learning (SL) is at a pivotal moment as education systems worldwide confront the challenges and opportunities posed by artificial intelligence (AI) and digital technologies. This scoping review synthesizes regional perspectives on SL and examines the barriers to its implementation in higher education. This study adopts a methodological approach widely used in prior educational research, enriched with selected PRISMA processes, namely identification, screening, and eligibility, to enhance its transparency and rigor. A total of 101 peer-reviewed articles were analyzed, using a mixed methods approach. Results are presented for six regions, Africa, Asia, Latin America, Europe, North America, and Oceania, revealing …
Coding Manual: Analyzing Semistructured Interview Data For Master Narratives, Jayson Seaman, Cindy Hartman, Andrew D. Coppens
Coding Manual: Analyzing Semistructured Interview Data For Master Narratives, Jayson Seaman, Cindy Hartman, Andrew D. Coppens
Faculty Publications
This coding manual accompanies a methodological reorientation in narrative identity research, one that challenges the field’s prevailing “protagonist bias” — the assumption that first-person autobiographical accounts are the primary or most valid source for identifying cultural master narratives as psychological resources. While much psychological research has centered on how individuals narrate their own lives, this approach can obscure the ways that broader cultural narratives are circulated, reinforced, and contested through discourse beyond the self. This method provides researchers with a systematic approach for identifying how master narratives operate across multiple narrative levels, often outside of biographical storytelling.
Non-Efl World Language Teachers’ Perceptions And Experiences With Generative Ai Tools, Georgia Konstantinou
Non-Efl World Language Teachers’ Perceptions And Experiences With Generative Ai Tools, Georgia Konstantinou
Boise State University Theses and Dissertations
This exploratory quantitative research study explored the perceptions and experiences of non-English as a Foreign Language (non-EFL) world language teachers who were members of online communities of practice regarding their use of generative artificial intelligence (GenAI) tools in their teaching practices. Many research studies began to explore the impact of GenAI tools in various educational settings, and some studies even investigated the perceptions of English as a Foreign Language (EFL) teachers, but research studies exploring the perceptions of non-EFL world language teachers regarding the use of GenAI tools inside and outside of the classroom remain limited. This study addressed this …
Open Educational Resources In Elder Refugee Esl Contexts: Instructor And Administrator Perspectives, Alison Elliott
Open Educational Resources In Elder Refugee Esl Contexts: Instructor And Administrator Perspectives, Alison Elliott
Boise State University Theses and Dissertations
Open Educational Resources (OER) offer a promising solution to educational disparities through their free, adaptable, and shareable nature, fostering collaboration and innovation in pedagogy. While OER, alongside Open Educational Practices (OEP), has seen a vibrant and growing integration within K-16 foreign language contexts, its application within adult English as a Second Language (ESL) education remains significantly under-researched. Adult ESL contexts, especially those serving refugees, present unique challenges: learners have experienced trauma, interrupted education, and have urgent practical English needs, while adult educators contend with inconsistent training, demanding part-time workloads, and a fragmented professional ecosystem that limits professional development and research …
Enhancing Emotional Accuracy And Behavioral Novelty In Robot Behaviors: A Generative-Discriminative Approach, Rista Baral
Enhancing Emotional Accuracy And Behavioral Novelty In Robot Behaviors: A Generative-Discriminative Approach, Rista Baral
Boise State University Theses and Dissertations
Recent advancements in language modeling have improved robotic emotion expressiveness, yet several challenges remain. Many existing robotic expression models rely on fixed rules and static frameworks, which limit their ability to capture the dynamic nature of emotional expression. Additionally, these systems often struggle to balance emotional accuracy with generating novel and varied behaviors. These limitations underscore the need for method capable of delivering both emotionally accurate and diverse robot behaviors.
In this thesis, we addresses these challenges by introducing a new framework for expressive behavior generation in robots. We develop a generative model that generates robot behavior sequences that align …
The Need For Succession Planning In The Non-Profit Sector Through The Lens Of The Black Church: A Qualitative Phenomenological Study, Lydia E. Hylton
The Need For Succession Planning In The Non-Profit Sector Through The Lens Of The Black Church: A Qualitative Phenomenological Study, Lydia E. Hylton
Education Doctoral
This qualitative phenomenological study explored the critical need for succession planning within the non-profit sector, focusing on the Black Church as a case study. Through in-depth interviews with church leaders, this research uncovered the challenges and best practices in leadership transitions. The study provided insights into how effective succession planning can ensure organizational sustainability, preserve cultural heritage, and maintain community trust. By understanding the lived experiences of Black church leaders, this research aims to offer practical recommendations that can be applied across the non-profit sector, promoting resilience and continuity in leadership.
Connecting For Success: Evaluating The Frequency Of Check & Connect Meetings On Student Behavior, Kaylee S. Mckinney
Connecting For Success: Evaluating The Frequency Of Check & Connect Meetings On Student Behavior, Kaylee S. Mckinney
Master's Theses
Dropout prevention efforts commonly address risk factors including chronic absenteeism, which continues to be a nationwide concern. Check & Connect is a student engagement intervention that aims to improve graduation rates and mitigate several risk factors of dropout. Previous research has failed to address if the frequency of Check & Connect meetings results in varied effectiveness of the intervention. The current study aims to evaluate the effects of modified frequency of Check & Connect meetings on academic engagement, term grade average, absences, and office discipline referrals through the use of a multiple baseline across participants design. Results revealed that students …
Family-Level Factors That Influence Physical Activity Among Hispanic Adolescents At Risk For Type 2 Diabetes, Sandra Mihail, Ayleen A Hernandez, Erica G Soltero
Family-Level Factors That Influence Physical Activity Among Hispanic Adolescents At Risk For Type 2 Diabetes, Sandra Mihail, Ayleen A Hernandez, Erica G Soltero
Children’s Nutrition Research Center Staff Publications
Objective: Family-based health promotion and disease prevention strategies are recommended as best practice; however, there is limited knowledge regarding the family-level factors that influence modifiable behavior risk factors like physical activity (PA) among Latinx adolescents. This study addressed this knowledge gap by using qualitative methods to identify perceptions of family-level factors that influence PA among Hispanic youth.
Methods: We conducted semistructured, open-ended interviews with 20 Latinx adolescents (14-16 years) with obesity (body mass index ≥95th percentile) to identify their perceptions of how family influences PA. Content analysis was used to identify emergent themes, which were then compared across demographic factors, …
Digital Biophilia In Web Interface Design For Accessibility And User Well-Being, Bryana Michelle Peifer
Digital Biophilia In Web Interface Design For Accessibility And User Well-Being, Bryana Michelle Peifer
Theses
This interdisciplinary study explores the intersection between horticultural therapy and web design, focusing on the impact of biophilic design principles in shaping contemporary practices within digital interface design. This exploration addresses the multifaceted relationship between humanity and the natural world, particularly how this connection serves as a source for the emergence of nature-inspired elements in digital expressions and their subsequent integration into modern web design for accessibility and well-being. As digital environments increasingly dominate daily experiences, the need for digital wellness through nature integration has become critical, especially for individuals who have physical disabilities, limited mobility, or limited access to …
Spectacle And The Archipelagic Void: Mark Justiniani, Simulacra, And The Poetics Of Repetition, Luisa L. Gomez
Spectacle And The Archipelagic Void: Mark Justiniani, Simulacra, And The Poetics Of Repetition, Luisa L. Gomez
Literary and Cultural Studies Program Faculty Publications
This paper examines the tension between spectacle and meaning in the immersive installations of Filipino artist Mark Justiniani, whose mirror-and-light works produce illusions of infinite regress. While Jean Baudrillard warns against the flattening of meaning in the era of simulacra, I argue that Justiniani repurposes the tools of spectacle to resist simulation. His “void of spectacles” stages not emptiness but layered depth, offering a spatial metaphor for archipelagic thinking—fragmented, entangled, and relational. I read Justiniani’s recursive visual structures alongside the poetics of repetition in the Filipino language, where reduplicated forms such as alaala (memory), guniguni (phantasm), bulong-bulong (rumor), or halakhak …
The Marginalization Of Black Students And The Burnout Of Black Teachers, Jasmine N. Wilson
The Marginalization Of Black Students And The Burnout Of Black Teachers, Jasmine N. Wilson
Language Arts Journal of Michigan
Black students' language and culture should matter inside the classroom, but the K-12 education system perpetuates racist ideologies that otherwise stifle and shame Black students and their identities. There is a disproportion between the number of White teachers and Black students in minority-serving K-12 institutions, and this racial mismatch severely influences Black students’ academic success. In addition to the racial mismatch between White teachers and Black students, K-12 institutions foster a prejudiced learning environment that condemns African American English speakers. There is an abundance of research that suggests that Black teachers, Black culture, and Black English are of the utmost …
Comparison Of Psychological Data Between Populations, A Measurement Perspective, Ype H. Poortinga, Hester Van Herk, Johnny Fontaine
Comparison Of Psychological Data Between Populations, A Measurement Perspective, Ype H. Poortinga, Hester Van Herk, Johnny Fontaine
Online Readings in Psychology and Culture
In cross-cultural psychology there is a strong tradition of psychometric analysis of bias and invariance (equivalence) after collection of data in distinct populations with identical instruments developed in one population. This implies a focus on measurement outcomes and an operationalist orientation to science. Here we explore how a focus on joint development and content validity of instruments combined with relaxation of the demand of item identity can provide an additional perspective. Three points are addressed:(1) Any comparison between participants from two, or more, populations presumes a common quality (property, attribute) and requires a common measurement scale, a “standard of comparison”. …
Educational Attainment Patterns Among Mena Adults: A Comparative Study Of Native- And Foreign-Born Groups In The Us, Michael Okyere
Educational Attainment Patterns Among Mena Adults: A Comparative Study Of Native- And Foreign-Born Groups In The Us, Michael Okyere
Department of Sociology: Dissertations, Theses, and Student Research
This study examines educational attainment patterns among Middle Eastern and North African (MENA) adults in the United States, focusing on how nativity status, residential patterns, and gender shape these outcomes. Drawing on segmented assimilation and spatial assimilation theories, I analyze data from the 2018-2022 American Community Survey using ordered logistic regression models. Results indicate that educational attainment varies by gender, with MENA women consistently achieving higher education levels than men across all nativity groups, though this advantage varies considerably in magnitude between native-born and foreign-born subgroups. Residence in ethnic enclaves demonstrates a strong negative association with educational attainment among foreign-born …
Invisible Algorithms, Visible Outcomes: Roles Of Emotional Labor And Work Gamification In Gigs, Yali Zhang, Liaoliao Li, Xiaoyu Ma, Jun Sun, Yifei Dong, Zhaojun Yang
Invisible Algorithms, Visible Outcomes: Roles Of Emotional Labor And Work Gamification In Gigs, Yali Zhang, Liaoliao Li, Xiaoyu Ma, Jun Sun, Yifei Dong, Zhaojun Yang
Information Systems Faculty Publications
As algorithm governance becomes increasingly crucial in gig economy ecosystems, understanding the behavioral impact of algorithmic transparency remains a key research gap. Using the stimulus-organism-response framework and uncertainty management theory, this study examines how platform algorithmic transparency affects gig workers’ in-role and extra-role service behaviors, with emotional labor acting as a mediator and work gamification as a moderator. Analyzing survey data from 325 ride-hailing drivers using partial least squares structural equation modeling (PLS-SEM), the findings reveal that greater algorithmic transparency enhances both in-role and extra-role behaviors. Emotional labor mediates this relationship: deep acting strengthens both behaviors, while surface acting primarily …
Diversity Training In Clinical Child And Pediatric Psychology Programs: Results From A Survey Of Training Directors., Mary Louise Cashel, Shalonda Brooks, Trista Perez Crawford, Omar G. Gudiño, Sharnita Harris, Astrida S. Kaugars, Noriel Lim, Jerlym Porter
Diversity Training In Clinical Child And Pediatric Psychology Programs: Results From A Survey Of Training Directors., Mary Louise Cashel, Shalonda Brooks, Trista Perez Crawford, Omar G. Gudiño, Sharnita Harris, Astrida S. Kaugars, Noriel Lim, Jerlym Porter
Psychology Faculty Research and Publications
This survey study presents satisfaction ratings completed by training directors of graduate, predoctoral internship, and postdoctoral programs in clinical child and pediatric psychology with respect to their culture and diversity training. The approaches to training and areas of diversity focus are also reported. All respondents (n = 42, 71% response rate) were from member programs of the Clinical Child and Pediatric Psychology Training Council, in geographical locations ranging from small towns to large cities across the United States. Over 90% of directors of graduate programs indicated that completing a course on multicultural psychology was a requirement for the program. …
From Marriage To Migration: Analyzing Return Migration, Gender Inequalities And Household Resource Allocation Patterns, Saeed Ahmad
All Graduate Theses and Dissertations, Fall 2023 to Present
In Kyrgyzstan, a country shaped by deep-rooted traditions and high rates of migration, women's lives are often influenced by powerful cultural expectations, economic pressures, and limited choices. My research explores how these forces intersect—particularly through the lens of bride kidnapping, migration, and how families use money and resources. Together, these issues reveal how gender inequality operates in everyday life, and how women navigate both constraint and resilience.
This dissertation includes three connected studies. The first examines how the COVID-19 pandemic disrupted international labor migration, especially for Kyrgyz migrants working in Russia. Many returnees lost their jobs and faced hostility or …
Conceptions Of Climate Change Skepticism: A Phenomenographic Investigation On Perspectives From Climate Scientists And Climate Activists, Candace L. Penrod
Conceptions Of Climate Change Skepticism: A Phenomenographic Investigation On Perspectives From Climate Scientists And Climate Activists, Candace L. Penrod
All Graduate Theses and Dissertations, Fall 2023 to Present
This study addresses how climate change denial is understood by climate scientists and climate activists. This research also investigates what communication strategies addressing climate change denial are used by climate scientists and climate activists. Phenomenography was selected as a methodology to address the qualitative and quantitative aspects of this inquiry. Pre-recorded data from interviews with six climate scientists and six climate activists living in the Intermountain West were used as the data source. Interview transcripts were read, marked, and coded to identify how climate scientists and climate activists understood climate change denial. Five conceptions of climate change skepticism were identified …
Authentic Digital Writing Parameters In College Composition: Design, Implementation, And Assessment Of A Culture Jam, Mary Ellen Greenwood
Authentic Digital Writing Parameters In College Composition: Design, Implementation, And Assessment Of A Culture Jam, Mary Ellen Greenwood
All Graduate Theses and Dissertations, Fall 2023 to Present
As technology reshapes communication, college classrooms must adapt to prepare students for writing in a quickly changing world. This dissertation investigates how authentic writing—writing that feels meaningful, relevant, and tied to real-world purposes—can enhance student motivation, confidence, and writing skills in college composition courses.
The study introduces a multimodal assignment called a Culture Jam, where five participants critiqued and remixed media messages, such as advertisements or social media posts, to create their own critical digital compositions. Over three weeks, participants created their Culture Jams, shared feedback with peers, and reflected on their experiences. This project focused on five key elements …
Dialogic Instruction: Teachers Can Have Their Cake, And Eat It, Too, Rebecca L. Lee
Dialogic Instruction: Teachers Can Have Their Cake, And Eat It, Too, Rebecca L. Lee
Language Arts Journal of Michigan
Dialogic instruction is a talk-intensive approach to learning and teaching that is student-centered and discussion-based, promoting collaboration and academically productive conversations. Recently, educators across the country have increased the amount of time spent preparing students for standardized assessments, which often reduces teaching and learning to test preparation. While this tension suggests that teachers must choose between good teaching or good test scores, dialogic instruction is a promising practice that can enhance students’ reading comprehension outcomes while centering student choice and valuing student voice. Research shows dialogic instruction is most effective when teachers a) co-create a conducive classroom climate, b) incorporate …
Reimagining Positionality In Curriculum: Unlocking Consciousness Beyond Hegemonic Boundaries, Haniyeh Kheirkhah Abkenari
Reimagining Positionality In Curriculum: Unlocking Consciousness Beyond Hegemonic Boundaries, Haniyeh Kheirkhah Abkenari
Language Arts Journal of Michigan
This paper examines the interplay between hegemonic systems, curriculum, and individual consciousness in diverse life contexts. It underscores the need for critical thinking skills and self-examination to challenge hegemonic ideologies embedded within curriculum materials. The paper emphasizes the potential for curriculum to shape and influence consciousness, yet it also highlights the autonomy of consciousness to critically engage with curriculum content. Positionality and identity are explored, illustrating how they impact an individual's social role and their ability to promote social justice.
Through the Currere as a autoethnography research method, the paper offers a comprehensive reflection on the author's experiences as an …
Reflection And Reimagination As Resistance: Towards Humanizing Critical Writing Pedagogy, Grace Y. Kang, Sonia M. Kline
Reflection And Reimagination As Resistance: Towards Humanizing Critical Writing Pedagogy, Grace Y. Kang, Sonia M. Kline
Language Arts Journal of Michigan
Given the pressures, demands, and standardization teachers face in our sociopolitically charged times, teachers need opportunities to reflect and reimagine their instruction. Drawing on critical and related scholarship, we conceptualize critical humanizing writing pedagogy. We share our instructional moves as teacher educators for enacting humanizing writing pedagogy in a graduate course and supporting teachers to enact humanizing writing pedagogy in their K-12 classrooms. Specifically, we show how a graduate student and practicing teacher found ways to shift toward critical orientations as she navigated her school’s curriculum and state standards. We argue that sociocultural and critical lenses provide powerful tools for …
Faithfulrag: Fact-Level Conflict Modeling For Context-Faithful Retrieval-Augmented Generation, Qinggang Zhang, Zhishang Xiang, Yilin Xiao, Le Wang, Junhui Li, Xinrun Wang, Jinsong Su
Faithfulrag: Fact-Level Conflict Modeling For Context-Faithful Retrieval-Augmented Generation, Qinggang Zhang, Zhishang Xiang, Yilin Xiao, Le Wang, Junhui Li, Xinrun Wang, Jinsong Su
Research Collection School Of Computing and Information Systems
Large language models (LLMs) augmented with retrieval systems have demonstrated significant potential in handling knowledge-intensive tasks. However, these models often struggle with unfaithfulness issues, generating outputs that either ignore the retrieved context or inconsistently blend it with the LLM’s parametric knowledge. This issue is particularly severe in cases of knowledge conflict, where the retrieved context conflicts with the model’s parametric knowledge. While existing faithful RAG approaches enforce strict context adherence through well-designed prompts or modified decoding strategies, our analysis reveals a critical limitation: they achieve faithfulness by forcibly suppressing the model’s parametric knowledge, which undermines the model’s internal knowledge structure …
Causalabstain: Enhancing Multilingual Llms With Causal Reasoning For Trustworthy Abstention, Yuxi Sun, Aoqi Zuo, Wei Gao, Jing Ma
Causalabstain: Enhancing Multilingual Llms With Causal Reasoning For Trustworthy Abstention, Yuxi Sun, Aoqi Zuo, Wei Gao, Jing Ma
Research Collection School Of Computing and Information Systems
Large Language Models (LLMs) often exhibit knowledge disparities across languages. Encouraging LLMs to abstain when faced with knowledge gaps is a promising strategy to reduce hallucinations in multilingual settings. Current abstention strategies for multilingual scenarios primarily rely on generating feedback in various languages using LLMs and performing self-reflection. However, these methods can be adversely impacted by inaccuracies and biases in the generated feedback. To address this, from a causal perspective, we introduce CausalAbstain, a method that helps LLMs determine whether to utilize multiple generated feedback responses and how to identify the most useful ones. Extensive experiments demonstrate that CausalAbstain effectively …
Debate, Reflect, And Distill: Multi-Agent Feedback With Tree-Structured Preference Optimization For Efficient Language Model Enhancement, Xiaofeng Zhou, Heyan Huang, Lizi Liao
Debate, Reflect, And Distill: Multi-Agent Feedback With Tree-Structured Preference Optimization For Efficient Language Model Enhancement, Xiaofeng Zhou, Heyan Huang, Lizi Liao
Research Collection School Of Computing and Information Systems
Large Language Models (LLMs) continue to set new standards in knowledge-intensive and complex reasoning tasks, yet their high computational demands limit widespread adoption. While distilling large models into smaller ones offers a sustainable solution, current techniques—such as static knowledge distillation, resource-intensive reinforcement learning from human feedback, or limited self-reflection—struggle to yield substantial and lasting performance gains. In this paper, we present a novel Debate and Reflect (D&R) framework that orchestrates multi-turn debates between smaller models and stronger teacher models, eliciting actionable feedback (e.g., error analysis, corrective strategies) to guide student models. Further, we introduce Tree-structured Direct Preference Optimization (T-DPO) to …