Open Access. Powered by Scholars. Published by Universities.®

Digital Commons Network™

Open Access. Powered by Scholars. Published by Universities.®

Discipline
Institution
Keyword
Publication Year
Publication
Publication Type
File Type

Articles 31261 - 31290 of 1326694

Full-Text Articles in Entire DC Network

The Progression Of Deinstitutionalization And Its Effects On The American South: A Judicial Analysis Of 20th-Century United States Supreme Court Decisions, Eva-Marie V. Jones Nov 2025

The Progression Of Deinstitutionalization And Its Effects On The American South: A Judicial Analysis Of 20th-Century United States Supreme Court Decisions, Eva-Marie V. Jones

Honors College Theses

This thesis explores the effects of four landmark Supreme Court cases on the deinstitutionalization movement in the American south. Previous literature frequently discusses the legislative implications of this era; however, no law is applicable without the interpretation and application of the judiciary, which so often contextualizes the greater public perspective. Rarely has an analysis of judicial decisions involving psychiatric care merged with regional focus, and certainly not in a format accessible to the average individual.

From unmarked graves to abandoned infrastructure, the legacy of historic psychiatric care in the United States has been largely obscured – yet its consequences continue …


When Deep Learning Meets Information Retrieval-Based Bug Localization: A Survey, Feifei Niu, Chuanyi Li, Kui Liu, Xin Xia, David Lo Nov 2025

When Deep Learning Meets Information Retrieval-Based Bug Localization: A Survey, Feifei Niu, Chuanyi Li, Kui Liu, Xin Xia, David Lo

Research Collection School Of Computing and Information Systems

Bug localization is a crucial aspect of software maintenance, running through the entire software lifecycle. Information retrieval-based bug localization (IRBL) identifies buggy code based on bug reports, expediting the bug resolution process for developers. Recent years have witnessed significant achievements in IRBL, propelled by the widespread adoption of deep learning (DL). To provide a comprehensive overview of the current state of the art and delve into key issues, we conduct a survey encompassing 61 IRBL studies leveraging DL. We summarize best practices in each phase of the IRBL workflow, undertake a meta-analysis of prior studies, and suggest future research directions. …


Do Code Semantics Help? A Comprehensive Study On Execution Trace-Based Information For Code Large Language Models, Jian Wang, Xiaofei Xie, Qiang Hu, Shangqing Liu, Yi Li Nov 2025

Do Code Semantics Help? A Comprehensive Study On Execution Trace-Based Information For Code Large Language Models, Jian Wang, Xiaofei Xie, Qiang Hu, Shangqing Liu, Yi Li

Research Collection School Of Computing and Information Systems

Code Large Language Models (Code LLMs) have opened a new era in programming with their impressive capabilities. However, recent research has revealed critical limitations in their ability to reason about runtime behavior and understand the actual functionality of programs, which poses significant challenges for their post-training and practical deployment. Specifically, Code LLMs encounter two principal issues: (1) a lack of proficiency in reasoning about program execution behavior, as they struggle to interpret what programs actually do during runtime, and (2) inconsistent and fragmented representation of semantic information, such as execution traces, across existing methods, which hinders their ability to generalize …


Chimeric Contacts And Consent: The Ill-Reasoned Expansion Of Corporate Jurisdictional Exposure, James Paul George Nov 2025

Chimeric Contacts And Consent: The Ill-Reasoned Expansion Of Corporate Jurisdictional Exposure, James Paul George

Faculty Scholarship

Two recent Supreme Court decisions have imposed aspects of general jurisdiction in a way that exposes corporations and possibly other legal actors to litigation in spuriously connected forums. One case-Ford Motor Company v. Montana-reached a fair result but with strained reasoning that will support unfair results. The second case-Mallory v. Norfolk Southern Railroad Company-was wrong on the facts and the law, imposing general jurisdiction based on a vaguely worded corporate registration statute validated by a more than century-old precedent based on Pennoyer v. Neff's limited territorial model. Both decisions were the result of conceptual corners the Supreme Court has created …


Assembly-Line Public Defense, David S. Abrams, Priyanka Goonetilleke Nov 2025

Assembly-Line Public Defense, David S. Abrams, Priyanka Goonetilleke

Faculty Scholarship

Each year, millions of Americans rely on public defenders to fulfill their Sixth Amendment right to counsel. Despite being the linchpin of the criminal justice system, public defense remains both underfunded and understudied. This Article provides empirical analysis to contribute to a critical question: How should public defender systems be structured?

Criminal justice advocates, scholars, and the American Bar Association strongly favor vertical representation in public defense. Under this model, a single public defender represents a defendant throughout their case, from their initial appearance through sentencing. The alternative approach—horizontal representation—operates like an assembly line: Different attorneys handle each stage of …


Consumers Stabilize Grassland Ecosystem Functions By Destabilizing Belowground Communities Under Abiotic Stress, Jane M. Lucas, Michelle L. Budny, Nathan P. Lemoine Nov 2025

Consumers Stabilize Grassland Ecosystem Functions By Destabilizing Belowground Communities Under Abiotic Stress, Jane M. Lucas, Michelle L. Budny, Nathan P. Lemoine

Biological Sciences Faculty Research and Publications

Consumers play a critical role in mediating plant and ecosystem responses to abiotic stress, yet their influence on belowground processes under changing environmental conditions remains underexplored. Insect consumers are vital components of grassland ecosystems that can shape ecosystem function and stability by mitigating how plant and microbial communities respond to abiotic stress, like drought. This study investigates how small-bodied consumers influence the magnitude and stability of grassland belowground functions across gradients of abiotic stress. We conducted a fully factorial field experiment manipulating consumer presence and induced drought over a growing season. Our results reveal that the presence of consumers stabilizes …


Chapter 4: Mom's Magic Pitcher, Garon C. Smith Nov 2025

Chapter 4: Mom's Magic Pitcher, Garon C. Smith

G. Wiz’s Book of Spells

Mom’s Magic Pitcher is especially fun to do with younger audiences. Children are particularly enchanted with the dramatic color changes that occur when apple juice turns to grape juice and vice versa. It can be coupled to a backstory that talks about how difficult it is to take turns. At a more advanced level, Mom’s Magic Pitcher is a fun way to demonstrate Le Chatelier’s Principle, metal ion complexation, and the exothermic nature of diluting concentrated sulfuric acid.


A New View Of Formal Equality And A Case For Predistribution, Alex Raskolnikov Nov 2025

A New View Of Formal Equality And A Case For Predistribution, Alex Raskolnikov

Faculty Scholarship

A long-held egalitarian view is that formal equality — the absence of formal legal distinctions based on the material resources of individuals — is regressive. If legal rules are the same for the rich and the poor, the rich benefit and the poor suffer. This Essay argues that this view is mistaken. Far from being synonymous with laissez-faire, a commitment to formal equality provides a counterweight to the key neoliberal maxim that regulation of the market economy should focus on efficiency alone. Moreover, a new view of formal equality offered here reveals a key advantage of predistribution over redistribution: Explicit …


Fisheries Research Report No. 355: Recreational Fishing For Western Rock Lobster In 2024/25: Estimates Of Participation, Effort And Catch, Claire B. Smallwood, Karina L. Ryan, Alissa Tate Nov 2025

Fisheries Research Report No. 355: Recreational Fishing For Western Rock Lobster In 2024/25: Estimates Of Participation, Effort And Catch, Claire B. Smallwood, Karina L. Ryan, Alissa Tate

Fisheries Research Reports

The Western Rock Lobster (WRL) (Panulirus cygnus) is the most commonly caught Rock Lobster (RL) species in Australia. Catches from the commercial and recreational sectors are required to determine and monitor Total Allowable Commercial Catch (TACC), Total Allowable Recreational Catch (TARC) and the proportion of Allowable Harvest Level (AHL) achieved. The TARC is evaluated annually based on a 5-year average.

Data for the recreational sector are obtained using phone-recall surveys to provide annual estimates of participation, fishing effort and retained catch (by numbers) from recreational fishers who hold a RL licence. Average weight, obtained from boat ramp surveys, are used …


Preserving Aortic Windkessel With A Novel Compliance-Matching Stent-Graft: A Comprehensive Biomechanical, Hemodynamic, And Physiological Analysis, Ramin Shahbad Nov 2025

Preserving Aortic Windkessel With A Novel Compliance-Matching Stent-Graft: A Comprehensive Biomechanical, Hemodynamic, And Physiological Analysis, Ramin Shahbad

Theses, Dissertations, and Student Creative Activity

This dissertation provides the first comprehensive evidence that compliance-matching stent-grafts can restore physiological aortic biomechanics, reduce cardiovascular complications, and inform the next generation of endovascular device design.


The Impact Of Chinese And British Marital Property Division Mechanism On Chinese Women's Post-Divorce Economic Security Research, Diyin Su Nov 2025

The Impact Of Chinese And British Marital Property Division Mechanism On Chinese Women's Post-Divorce Economic Security Research, Diyin Su

SOC 605 Comparative Social Policy Research Project - Student Works

In 2025, the Civil Code Interpretation (II) of the Marriage and Family Section was released to refine the rules for dividing property in divorce and add new quantitative standards for compensation for non-economic contributions, but the traditional gender division of labor and judicial practice bias still result in women's non-economic contributions, such as household work, being neglected and insufficient financial protection after divorce. The British property division system adheres to the principle of dynamic fairness, namely, the implementation of a separate property system for the couple's property within marriage and a common property system after marriage, with more emphasis on …


Proceedings Of The Global Conference On Business And Economics, Bhuvan Unhelkar, Valentina Della Corte, Cihan Cobanoglu, Mehmet Erdem Nov 2025

Proceedings Of The Global Conference On Business And Economics, Bhuvan Unhelkar, Valentina Della Corte, Cihan Cobanoglu, Mehmet Erdem

University of South Florida (USF) M3 Publishing

This is the third volume of the Global Conference on Business and Economics Proceedings Series. This volume also includes papers presented at the Global Conference on Technology & AI in Hospitality and Tourism.


Balancing Act: Addressing Child Quantity-Quality Trade-Off In The Philippine Households With Educational And Health Social Programs, John Andrew A. Alsol, Marie Carroline Magante Nov 2025

Balancing Act: Addressing Child Quantity-Quality Trade-Off In The Philippine Households With Educational And Health Social Programs, John Andrew A. Alsol, Marie Carroline Magante

Economics Department Faculty Publications

The child quantity-quality (CQQ) trade-off has been extensively studied in economic research since it was first introduced by Becker and Lewis in 1973. Studies have argued that the current economic circumstances and the presence of government aid in education and health determine the existence and extent of the CQQ trade-off. However, there is a dearth of empirically tested research on the possible decreasing effects of social programs on the CQQ trade-off. Using the 2019 Annual Poverty Indicators Survey, this paper seeks to determine the effect of education and health social programs on the CQQ trade-off in the Philippines. Probit models …


Stable Isotope Paleoecology In The Bridgerian (Early Eocene): Investigation Of The Bridgerian Crash And The Canopy Effect, Aaron M. English Nov 2025

Stable Isotope Paleoecology In The Bridgerian (Early Eocene): Investigation Of The Bridgerian Crash And The Canopy Effect, Aaron M. English

Department of Earth and Atmospheric Sciences: Dissertations, Theses, and Student Research

The Early Eocene Climatic Optimum (EECO) was the warmest sustained interval of the Cenozoic. Its waning stages coincided with a marked decline in mammalian biodiversity known as the Bridgerian Crash, which was likely driven by increasingly cooler and drier conditions. Paleobotanical evidence suggests the early Eocene supported wet, subtropical to tropical forests at mid-latitudes, however the structure of these forests at the close of the EECO remains poorly understood. In this study, I measure carbon isotope values (d13CE) from the enamel of early Bridgerian (~52.2 – 48.3 Ma) herbivorous mammals from the Greater Green River …


Above The Law? Exploring Satellite Surveillance Under The Illinois Bill Of Rights, Maxwell A. Ruttenberg Nov 2025

Above The Law? Exploring Satellite Surveillance Under The Illinois Bill Of Rights, Maxwell A. Ruttenberg

Northern Illinois University Law Review

Since the Soviet Union’s launch of the Sputnik 1 satellite in 1957, our atmosphere has seen a boom in the number of satellites in orbit. Today, it is estimated that there are between five and ten thousand satellites in orbit, most of them owned by private corporations. Our skies will continue to be filled in the coming years as current players increase their satellite fleets, new players arise in the aerospace industry, and nations continue their focus on the uses of space exploration and technology. With the increase of satellites above, communities must now be on alert to an invasion …


Does A Ceo Turnover Lead To A Cfo Turnover? Evidence From Voluntary And Forced Turnover, Bakhtear Talukdar, Sabur Mollah, Suchismita Mishra, Junhong Yang Nov 2025

Does A Ceo Turnover Lead To A Cfo Turnover? Evidence From Voluntary And Forced Turnover, Bakhtear Talukdar, Sabur Mollah, Suchismita Mishra, Junhong Yang

Management Faculty Publications

The role of CFO has become increasingly important since the enactment of SOX 2002. The existing literature suggests that CFOs tend to leave office within 6 to 12 months of a CEO’s departure, but studies addressing whether forced and voluntary turnover behave differently are unexplored. There is also no attempt to explore whether financial performance or institutional shareholding play moderating roles in mitigating successive CFO and CEO turnovers. These scholars find that forced (voluntary) CEO turnover has a higher significant marginal effect on forced (voluntary) CFO turnover. They also find that, in general, higher financial performance and institutional ownership play …


Exploratory Analysis Of Prerequisites To Teaching Early Perspective Taking In Children With Autism Spectrum Disorder, Zoe Painter Nov 2025

Exploratory Analysis Of Prerequisites To Teaching Early Perspective Taking In Children With Autism Spectrum Disorder, Zoe Painter

Honors College Theses

The purpose of the current study was to determine the effectiveness of a behavioral intervention package for improving perspective-taking skills in children with ASD and specifically extend previous research focused on teaching the ability to identify what others are experiencing through their senses. Less complex verbal behaviors hypothesized to be prerequisites to this skill were first assessed systematically in three male children with ASD receiving ABA services in a community-based clinic, and then participants were taught to predict behavior according to the sensory experiences of others (e.g. after observing that a man sees a fly in his drink, responding the …


From The Editor, Ashley T. Hoffman Nov 2025

From The Editor, Ashley T. Hoffman

Georgia Library Quarterly

No abstract provided.


Eugene Talmadge’S Library Book Purge Of 1941, David B. Parker Nov 2025

Eugene Talmadge’S Library Book Purge Of 1941, David B. Parker

Georgia Library Quarterly

In Summer 1941, Governor Eugene Talmadge ordered a purging of 23 books from Georgia’s public school libraries. The books covered several subjects: race relations, sex education, evolution, South-bashing, states’ rights, communism, and more. He was planning on running for a US Senate seat in 1942, and perhaps he did this to attract voter support—showing that he would protect the state’s traditional values from various modern threats. There was immediate opposition, with many people comparing Talmadge’s ban to German Nazism.


The Effects Of Head Injury On Executive Function And Emotion Regulation In Male And Female Athletes, Anna Christine Speer Nov 2025

The Effects Of Head Injury On Executive Function And Emotion Regulation In Male And Female Athletes, Anna Christine Speer

Doctor of Psychology (PsyD)

Head injuries are a common occurrence among athletes, and research on concussions has seen significant rise alongside an increasing awareness of their symptoms and effects. Women’s involvement in sports has also rapidly increased in recent decades. However, a significant gap in research exists as to how the effects of head injuries may differ across sexes, particularly regarding executive function and emotion regulation. This study aimed to bridge this gap in research by investigating how the frequency of head injuries in both female and male athletes impact executive functioning and emotion regulation among current and former athletes. Current and former athletes …


"I Come From The Witches You Weren't Ableto Lynch And Burn": Metaphysics And The Rise Of Black Women's Online Spiritual Activism, Blake Montgomery Nov 2025

"I Come From The Witches You Weren't Ableto Lynch And Burn": Metaphysics And The Rise Of Black Women's Online Spiritual Activism, Blake Montgomery

Theses (2016-Present)

From ancient Black gods to field women who conjured and worked the land. Ancestral griots to church mothers, magicikal practitioners, spell workers, healers, and supernatural rebels. From evil Black witches persecuted and lynched, to dark-skinned devotees, these powerful femmes emerge from centuries of Black metaphysical labor. They are the women we know, may have been raised by, deeply love, yet often fail to acknowledge. If the title of this thesis hasn’t already scared you off—or at worst, confirmed your biases—then you may already know that Black women’s spiritual experiences have long been central to literature, as vividly portrayed by fiction …


Health Disparity Indices In The Assessment Of Adolescent Idiopathic Scoliosis: Are All Indices Similar?, William Woodhams, Michael Benvenuti, Jonathan Warren, George Thomas, John Anderson, Richard M. Schwend, K Aaron Shaw Nov 2025

Health Disparity Indices In The Assessment Of Adolescent Idiopathic Scoliosis: Are All Indices Similar?, William Woodhams, Michael Benvenuti, Jonathan Warren, George Thomas, John Anderson, Richard M. Schwend, K Aaron Shaw

Manuscripts, Articles, Book Chapters and Other Papers

BACKGROUND: Adolescent idiopathic scoliosis (AIS) is a common spinal deformity. Previous studies have demonstrated that healthcare disparities affect the initial presentation of AIS patients. However, studies have utilized various socioeconomic status (SES) indices with no previous study assessing the congruency of these indices.

METHODS: A single-center, retrospective review of adolescent patients presenting for initial evaluation of scoliosis was performed at a tertiary care pediatric hospital based in the central United States. Patient demographic data were recorded in addition to radiographic data consisting of coronal curve magnitude at presentation and skeletal maturity indices. Socioeconomic variables were collected, including geographic area of …


Comparison Of Model-Predicted And Observed Evinacumab Pharmacokinetics And Efficacy In Children Aged < 5 Years With Homozygous Familial Hypercholesterolemia., Sébastien Bihorel, Robert Dingman, Jeanne Mendell, Katy C. Norman, Richard T. George, Xue-Qiao Zhao, Robert Pordy, Daniel Garcia, Wendy S. Putnam, Geetha Raghuveer, Brian W. Mccrindle, Elena Fornari, Ivo Baric, Shubha Srinivasan, Melissa Diamond, Eliot A. Brinton, John D. Davis, A Thomas Dicioccio, Lutz Harnisch Nov 2025

Comparison Of Model-Predicted And Observed Evinacumab Pharmacokinetics And Efficacy In Children Aged < 5 Years With Homozygous Familial Hypercholesterolemia., Sébastien Bihorel, Robert Dingman, Jeanne Mendell, Katy C. Norman, Richard T. George, Xue-Qiao Zhao, Robert Pordy, Daniel Garcia, Wendy S. Putnam, Geetha Raghuveer, Brian W. Mccrindle, Elena Fornari, Ivo Baric, Shubha Srinivasan, Melissa Diamond, Eliot A. Brinton, John D. Davis, A Thomas Dicioccio, Lutz Harnisch

Manuscripts, Articles, Book Chapters and Other Papers

Evinacumab, an angiopoietin-like 3 inhibitor, significantly reduces low-density lipoprotein cholesterol (LDL-C) in patients with homozygous familial hypercholesterolemia (HoFH). Herein, we report pharmacokinetic and efficacy analyses of evinacumab in <  5-year-old patients with HoFH. Population pharmacometric models characterizing evinacumab exposure and LDL-C response accounting for lipoprotein apheresis effect in ≥ 5-year-old patients were adapted for growth and maturation to predict and compare evinacumab and LDL-C concentrations across age/weight groups in virtual ≥ 6-month-old patients receiving 15 mg/kg evinacumab intravenous (iv) infusions every 4 weeks (q4w). As expected from allometric theory, weight-based dosing resulted in decreasing evinacumab exposures with declining body weight. Consistent with trends observed in > 5-year-old patients, the predicted percent change from LDL-C baseline (%∆LDL-C) was generally comparable or even higher in <  5-year-old patients (63.0%-68.5%) than in 5- to <  18-year-old patients (61.3%-67.8%) or adults (51.7%), with the predicted percentages of patients achieving %∆LDL-C > 50% also higher in <  5-year-old patients (82.0%-86.9%) versus 5- to <  18-year-old patients (72.0%-84.5%) and adults (54.8%). Through a managed access program, six 1- to <  5-year-old patients received between 5 and 23 iv infusions of 15 mg/kg evinacumab q4w. Rapid and clinically meaningful LDL-C reductions were observed, with %∆LDL-C at the last reported dose ranging from 41.3% to 77.3%. Based on the actual patient dosing and plasmapheresis history, model-predicted evinacumab and LDL-C concentrations were comparable to the observed data collected in the managed access program. Overall, this analysis provides evidence for the use of evinacumab 15 mg/kg iv q4w dosing regimen in 6-month-old to 5-year-old patients.


Modeling Cell Differentiation In Neuroblastoma: Insights Into Development, Malignancy, And Treatment Relapse., Simon F. Martina-Perez, Luke A. Heirene, Jennifer C. Kasemeier, Paul M. Kulesa, Ruth E. Baker Nov 2025

Modeling Cell Differentiation In Neuroblastoma: Insights Into Development, Malignancy, And Treatment Relapse., Simon F. Martina-Perez, Luke A. Heirene, Jennifer C. Kasemeier, Paul M. Kulesa, Ruth E. Baker

Manuscripts, Articles, Book Chapters and Other Papers

Neuroblastoma is a paediatric extracranial solid cancer that arises from the developing sympathetic nervous system and is characterised by an abnormal distribution of cell types in tumours compared to healthy infant tissues. In this paper, we propose a new mathematical model of cell differentiation during sympathoadrenal development. By performing Bayesian inference of the model parameters using clinical data from patient samples, we show that the model successfully accounts for the observed differences in cell type heterogeneity among healthy adrenal tissues and four common types of neuroblastomas. Using a phenotypically structured model, we show that alterations in healthy differentiation dynamics are …


Zero Fluoroscopy Ablation Of Arrhythmias In Patients With Congenital Heart Disease, Shailendra Upadhyay, Jenna Schermerhorn, Whitney Fairchild, Jamie Bopp, Irfan Warsy Nov 2025

Zero Fluoroscopy Ablation Of Arrhythmias In Patients With Congenital Heart Disease, Shailendra Upadhyay, Jenna Schermerhorn, Whitney Fairchild, Jamie Bopp, Irfan Warsy

Manuscripts, Articles, Book Chapters and Other Papers

Aims

Radiation-free catheter ablation is feasible with modern electroanatomic mapping systems. We aimed to evaluate the feasibility, safety, and outcomes of non-fluoroscopic ablation (NFA) in patients with congenital heart disease (CHD).

Methods

We retrospectively reviewed CHD patients who underwent NFA between November 2016 and January 2025. All procedures were performed using the CARTO 3D electroanatomic mapping system. Atrial, ventricular, and aortic geometries were reconstructed as needed. Catheter navigation and sheath placement were guided without fluoroscopy; intracardiac echocardiography was used selectively.

Results

Forty-two patients (23 females) with CHD underwent NFA. The median age was 14 years (range 4–56), and median weight …


Findings From A Pilot Project Highlight Lessons To Ensure Safe Cleaning Practices And Pesticide Use In At-Home Childcare Centers, Elizabeth Friedman, Luke Gard, Sherri G. Homan Nov 2025

Findings From A Pilot Project Highlight Lessons To Ensure Safe Cleaning Practices And Pesticide Use In At-Home Childcare Centers, Elizabeth Friedman, Luke Gard, Sherri G. Homan

Manuscripts, Articles, Book Chapters and Other Papers

Lead and pesticide exposure are leading environmental health concerns for children, and these exposures can result in long-term health consequences, including irreversible cognitive delay and endocrine dysfunction. A pilot program aimed to a) develop and disseminate educational materials and supplies and b) perform in-home childcare facility assessments to increase knowledge regarding lead and pesticide safety, provide education on the health impacts of elevated blood lead levels, and reduce exposure risks in these settings. The program was implemented in St. Louis, Missouri. From outreach and education efforts to interactive feedback, this article shares important lessons learned and highlights educational gaps that …


Explainable Sentiment Analysis With Deepseek-R1: Performance, Efficiency, And Few-Shot Learning, Donghao Huang, Zhaoxia Wang Nov 2025

Explainable Sentiment Analysis With Deepseek-R1: Performance, Efficiency, And Few-Shot Learning, Donghao Huang, Zhaoxia Wang

Research Collection School Of Computing and Information Systems

Large language models (LLMs) have transformed sentiment analysis, yet balancing accuracy, efficiency, and explainability remains a critical challenge. This study presents the first comprehensive evaluation of DeepSeek-R1—an open-source reasoning model—against OpenAI’s GPT-4o and GPT-4o-mini. We test the full 671B model and its distilled variants, systematically documenting few-shot learning curves. Our experiments show DeepSeek-R1 achieves a 91.39% F1 score on 5-class sentiment and 99.31% accuracy on binary tasks with just 5 shots, an eightfold improvement in few-shot efficiency over GPT-4o. Architecture-specific distillation effects emerge, where a 32B Qwen2.5-based model outperforms the 70B Llama-based variant by 6.69 percentage points. While its reasoning …


Efficient Integration Of External Knowledge To Llm-Based World Models Via Retrieval-Augmented Generation And Reinforcement Learning, Chang Yang, Xinrun Wang, Qinggang Zhang, Qi Jiang, Xiao Huang Nov 2025

Efficient Integration Of External Knowledge To Llm-Based World Models Via Retrieval-Augmented Generation And Reinforcement Learning, Chang Yang, Xinrun Wang, Qinggang Zhang, Qi Jiang, Xiao Huang

Research Collection School Of Computing and Information Systems

World models achieve remarkable success in predicting future states and planning in complex environments and Large Language Models (LLMs) serve as promising foundation to build general world models. However, their performances are usually constrained by the limited external knowledge to specific environments. Existing research attempts to enhance LLM-based world models through prompting or fine-tuning approaches, which are either requiring human knowledge or computationally extensive. Therefore, we introduce Retrieval-Augmented World Models (RAWM), a novel framework that leverages retrieval-augmented generation to efficiently integrate the external knowledge to LLM-based world models. Our main contributions are threefold: (i) We introduce a memory system and …


Local-Thinking Bias, Ed Dehaan, Charles M. C. Lee, Wei Ting Loh Nov 2025

Local-Thinking Bias, Ed Dehaan, Charles M. C. Lee, Wei Ting Loh

Research Collection School Of Accountancy

Local-thinking bias, wherein agents overweight information that comes readily to mind, is a prominent finding in cognitive psychology. In this study, we investigate local-thinking bias in the context of sell-side analysts and measure each analyst’s “local” information as news stemming from their individual coverage portfolio. Tests examining multiple analysts forecasting on the same focal firm at the same time find that individual analysts overweight idiosyncratic local news and underweight news from economically linked firms that are not in their coverage portfolios. Market prices track the analyst bias from local news, leading to predictable and economically significant return reversal patterns in …


Remarks, Amassador Abubakar Jidda Nov 2025

Remarks, Amassador Abubakar Jidda

Fordham Law Review

No abstract provided.