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Semantic Entanglement In Vector-Based Retrieval: A Formal Framework And Context-Conditioned Disentanglement Pipeline For Agentic Rag Systems, Nick Loghmani

iSchool - All Scholarship

Retrieval-Augmented Generation (RAG) systems deployed in agentic environments depend on the geometric properties of vector representations to retrieve contextually appropriate evidence for autonomous reasoning. When source documents conflate multiple topics within contiguous text regions, standard vectorization pipelines produce embedding spaces in which semantically distinct content occupies overlapping geometric neighborhoods — a condition we term semantic entanglement. This paper formalizes semantic entanglement as a model-relative measure of cross-topic overlap, defines an Entanglement Index (EI) as a quantitative proxy, and argues that higher EI is associated with reduced attainable Top-K retrieval precision under cosine similarity retrieval. We introduce the Semantic Disentanglement …

Child Support Factory: Racist History, Harm, And Unconstitutionality Of The Child Support System's Contractual Operations, Daniel L. Hatcher

William & Mary Journal of Race, Gender, and Social Justice

Within America’s justice institutions, the child support system has become a business. The intended mission of aid has been traded and abdicated through contractual deals to churn vulnerable families into factory-like revenue operations. Juvenile and family courts across the country have partnered through countless intertwined interagency contracts with human service agencies, prosecutors, attorneys general’s offices, probation departments, and policing offices—all aimed at generating revenue from impoverished children and parents rather than serving their best interests. The resulting child support factory is vast, harmful, unconstitutional, unethical, and grew from a racist history that devastated Black families, and still operates with starkly …

Aligning Reparations And Taxation, Katherine Pratt

William & Mary Journal of Race, Gender, and Social Justice

Rehabilitative reparation remedies advance the important normative goals of intergenerational restorative justice and racial reconciliation. This Article fills a gap in the reparations literature by exploring a critical missing piece of reparations—nontaxation of reparation remedies. Historical examples of reparation remedies show how, in the past, a patchwork of tax rules prevented taxation of reparations and advanced the rehabilitative goals of reparation remedies and procedural fairness in tax administration. Conversely, contemporary examples show how current tax law taxes the receipt of reparation remedies, thereby undermining the rehabilitative goals of reparations and procedural fairness.

This Article proposes a new statutory tax exclusion …

How And Why Hundreds Of Preventable Deaths Continue To Occur Behind America's Prison Walls And Jail Cells, Melody Monssen

William & Mary Journal of Race, Gender, and Social Justice

This Note examines how the Prison Litigation Reform Act (PLRA) came to be and the consequences of its passage. The PLRA was largely a response to the growing movement of prisoners’ rights that began in the 1960s and continued until the 1990s. As the Court grew more conservative, the legal system became less receptive to prisoners’ plights. Consequently, PLRA was enacted in an effort to curtail prison litigation. Consequently, conditions in correctional institutions have continued to worsen, leaving prisoners with little recourse. Although the passage of PLRA was justified by claiming that prisoners were bringing frivolous lawsuits, the continued upward …

Federal Extreme Risk Protection Orders: A Potential Pathway To Preventing Mass Shootings, Lilly H. Donahue

William & Mary Journal of Race, Gender, and Social Justice

This Note examines how the creation and implementation of a federal extreme risk protection order (ERPO) statute would impact federal investigations, mass shooting prevention, and the reduction of firearm deaths at large. While ERPOs exist in several states, there is currently no federal statutory scheme to allow federal law enforcement agencies to pursue ERPOs against citizens at risk of harming themselves or others with firearms. By examining the current legal landscape of state-level ERPOs, federal agencies’ investigatory procedures and failures, constitutional and racial equity concerns, and industry best practices, this Note aims to explore what a federal ERPO statute could …

Evolution As Spatial Projection, Charles H. Smith, Ngoc Nguyen

Faculty/Staff Personal Papers

A theory combining explanations for the nature of three-dimensional systems and evolutionary processes is advanced, set to a geometric simulation, and then discussed in the context of several empirical studies bearing on its validity. The concept “evolution” is first discussed, then related to Baruch de Spinoza’s ideas on natural philosophy, including his concept of the conatus. These ideas are then extended by posing the possible existence of a general form of natural systems subsystemization leading to the extended space condition. A geometrical/topological simulation study projecting spatial relations among subsystem structures interpretable through entropy maximization and multidimensional scaling methods is presented, …

The Epidemic Of Unsheltered Men In The United States And Its Public Health Consequences: A National Public Health Priority, James E. Leone, Awo-Yusra H. Musa

Bridgewater Review

People experiencing homelessness refers to an individual or family lacking a fixed, regular, and adequate nighttime residence and affects a diverse group of people in the United States (National Alliance to End Homelessness, 2025). This may include living on the streets, in cars, parks, or abandoned buildings as well as shelters, transitional housing, or people facing an imminent loss of housing without another identified residence (CDC, 2024). Homelessness affects all demographics ranging from age (youth and elderly) and ethnicity to gender and even class. Secondary to experiencing a lack of stable housing, individuals also face food scarcity, employment instability, and …

Columnas: The Honors Program Newsletter At Bentley University, Amanda Li, Wilson Jan, Michael Raphael, Alexandra Rieckehoff, Karina Wu, Michael Shehata, Nilufar Noorian, Eloise Weintraub

Honors Program

INSIDE THE MODERN WORLD

Page 2: Stepping Out by Amanda Li

Page 3: Inside the Corporate Slop Bowl by Wilson Jan

Page 4: The Silencing: An Evaluation of the Global Attacks on the Right to Protest by Michael Raphael

THE SOUND OF CHANGE

Page 5: The Social, Cultural, and Economic Impact of Bad Bunny by Alexandra Rieckehoff

Page 6: Streaming Changed Music, But Is It Fair to Artists? by Karina Wu

Page 7: Feeling the Music: How Haptic Wearables Are Changing the Way We Experience Sound by Michael Shehata

SHIFTING SYSTEMS

Page 8: The Story Behind Davos, One of the …

Writ And Roe: How And Why American Evangelicals Responded To Abortion And Roe V. Wade (1960-Present), Caiden Hooks

Undergraduate Honors Thesis Projects

Beginning in 1925, evangelical Protestants largely left American politics. During the late 1960s, the pro-life movement was a largely liberal, Roman Catholic cause focused on reversing liberal state abortion laws. After the Supreme Court's ruling on abortion in Roe v. Wade (1973), the political landscape changed dramatically. Over the next decade-and-a-half, evangelicals, including Southern Baptists, re-entered American politics, eventually becoming the face of the pro-life movement and the conservative Religious Right. Southern Baptists in particular, were motivated to join the pro-life movement by statements and material put out by prominent evangelicals, including books, documentaries, and biblical commentary material that laid …

That’S Class! Exploring The Class Dynamics In Ireland’S Creative Industries - Introduction From Editors, Caroline Ann O'Sullivan Dr, Ciara L. Murphy Dr

Irish Communication Review

This article introduces and contextualises this special edition of Vol 20 of the Irish Communications Review

Life, Liberty, And The Pursuit Of A Sustainable Catch: Using Maine's Right To Food To Encourage Sustainability In The Lobster Industry, Emma Rodgers

William & Mary Environmental Law and Policy Review

Every year, millions of sharks, turtles, whales, and other marine life are swept up in fishing gear never meant for them. This collateral damage, known as by-catch, is a persistent and deadly problem in the fishing industry. The World Wildlife Fund (WWF) estimates that around 38 million tonnes of global marine catch each year—40% of all fish pulled from the ocean—is unintended by-catch. Unfortunately, the WWF approximation of annual by-catch likely underestimates the proper amount of by-catch because their estimation includes little information on large marine animals, such as turtles and cetaceans which are also caught in the by-catch process. …

Now You Sea Me, Now You Don't: A "Climate Displacement Equity" Framework For Sinking Nations, Meera S. Aiyer

William & Mary Environmental Law and Policy Review

Small Island Developing States (SIDS) are a unique set of states that are disproportionately impacted by climate change impacts and are highly vulnerable to economic, cultural, and environmental harms. While many are islands, SIDS also include non-island states populated with predominately coastal communities. The United Nations recognizes 39 sovereign states and 18 associate members as SIDS. SIDS account for over 1,000 islands across the globe, but the total population across them amounts to 65 million people, less than one percent of the global population. SIDS contribute less than one percent of global greenhouse gas emissions, the main cause of modern-day …

The Vicious Cycle Of 'Disaster-Recovery-Disaster' And Sids: Lessons From The Icj Advisory Proceedings On Climate Change, Chhaya Bhardwaj

William & Mary Environmental Law and Policy Review

The core argument of this Article is that the current theoretical and legal frameworks are insufficient to fully comprehend the circumstances of the Small Islands Developing States (SIDS), which claim to be in a “constant state of recovery or disaster.” The SIDS continue to suffer, as the extreme climate events become more frequent, severe, and compounding. The existing theoretical and legal frameworks assume that every disaster that begins must end, as does the recovery period following the disaster. However, in the case of some SIDS, the disaster or recovery period never ends. For example, sometimes, another disaster strikes even before …

Climate Justice For Puerto Rico: The Right To Stay And Energy Sovereignty, Camila Bustos, Mercè Martí Exposito

William & Mary Environmental Law and Policy Review

Following Hurricane María and subsequent disasters, Puerto Rico has experienced displacement, infrastructure collapse, and intensified economic exploitation through austerity policies championed as part of a disaster capitalist agenda. Climate change threatens self-determination globally, but its impacts are amplified by asymmetrical power relations. For Puerto Rico, climate vulnerability cannot be separated from colonial subordination. The Trump administration’s contemptuous response to María, PROMESA’s imposition of austerity, and the redirection of renewable energy funding toward fossil fuel infrastructure—each reveals how climate injustice compounds colonial injustice.

Drawing on international human rights law—particularly the rights to self-determination and to stay—we examine how Puerto Ricans assert …

The Resilience Of What, Exactly, To What, Exactly, Along The Coast? Adapting To More Than Just Human Migration, Robin Kundis Craig

William & Mary Environmental Law and Policy Review

The world’s coastlines are changing as a result of climate change and ocean acidification, creating drivers of human adaptation efforts— efforts that may increasingly include migration inland. Rising sea levels tend to get most of the attention as coastal migration drivers, because they represent the force most likely to physically push residents away from the coast through inundation, coastal erosion, and/or destruction of coastal water supplies.

However, climate change and ocean acidification are also changing the world’s coasts ecologically, and these ecological changes also drive coastal adaptation, testing the adaptative capacity and ecological resilience of coastal communities. This Article examines …

Of Mangroves And Men: Mobilizing Legal Innovations To Protect Coastal Communities From Climate Displacement, Sarah Dorman, Monica Iyer, Kelsey Jost-Creegan

William & Mary Environmental Law and Policy Review

Around the world, there is growing concern that phenomena related to climate change may render coastal areas unlivable in the coming years and decades. Scientific projections indicate that with high greenhouse gas emissions, sea levels may rise upwards of 6 feet by 2100. Studies repeatedly warn that—absent steep and urgent global emissions reductions— places where hundreds of millions of people currently live will be below projected high tide lines for 2100.

In many coastal areas, climate change often impacts historically marginalized, racialized, and low-income communities first and worst. Such communities are often located in more vulnerable areas like flood plains. …

The Federal Trust Responsibility In An Era Of Coastal Retreat: Climate Relocation, Fiduciary Governance, And The Future Of Tribal Self-Determination, Samuel Kohn

William & Mary Environmental Law and Policy Review

Climate-driven displacement is no longer a speculative concern for Indian Country. Across our country, from Alaska, to the Gulf Coast, and the Pacific Northwest, Tribal communities confront accelerating erosion, sea-level rise, permafrost thaw, and chronic flooding that threaten not just individual structures, but the territorial foundations of Tribal sovereignty itself. Schools, clinics, water systems, housing, and transportation networks are increasingly exposed to conditions that render continued habitation unsafe or impossible. These impacts do not present as isolated disasters; they manifest as cumulative, slow-onset processes that erode the capacity of Tribal governments to govern in place.

This Symposium Essay advances the …

Cyclones Of Crime: How Environmental Degradation In Haiti Strengthens Gangs In Governmental Power Vacuums And How The International Community Can Respond Beyond Military Intervention, Stephanie Minor

William & Mary Environmental Law and Policy Review

In Haiti, the ground beneath people’s feet, both politically and literally, has never stopped shifting, as cycles of gang violence and environmental disasters feed each other in a relentless spiral of instability. This Note intends to be an analysis of the cycle of gang violence and environmental disasters, along with possible legal and organizational solutions. It begins with a very brief historical analysis of how the situation has progressed from state creation to present day and how Haiti’s colonial past shaped its current governance problems. At its creation in 1804, Haiti became the first state founded by enslaved persons through …

Social Murder, Marissa Jackson Sow

Washington and Lee Law Review

In recent years, variations on Engels’s concept of social murder have been adopted into British legal and sociological lexicons to conceptualize the state’s reckless sacrifices of its most vulnerable populations—people deemed socially undesirable, legally undeserving, and economically redundant. The state allows these populations to die a multitude of deaths by failing to protect them; notably, victims of social murder are relegated to society’s underclasses, if not completely excluded from the body politic, before they are physically eliminated. Social murder is neither genocide nor ethnic cleansing; instead, social murder captures the elimination of groups of people via atrocious events for which …

1981, Carliss Chatman

Washington and Lee Law Review

42 U.S.C. § 1981 should have solved a pervasive problem in American capitalism—when white economic interests do not converge with the contract rights of Black people, they are excluded from the market in a way that causes systemic harm. This Article proposes that the failure to enforce 1981 in the past may render it more harmful than beneficial in the present climate of retrenchment. The realities of racism combine with the lack of economic interest convergence to make combatting contract inequality on a contract-by-contract basis legally precarious, nearly impossible to properly evaluate, and difficult to economically incentivize. This is in …

Sanctioning Lawyer-Criminals, Jon J. Lee

Washington and Lee Law Review

Until now there has been relatively little consideration given to disciplinary agencies’ sanctioning of lawyers who commit or are convicted of crimes, so called “lawyer-criminals.” This is likely because most assume that these offenders make up a tiny percentage of disciplinary cases. It also may explain why jurisdictions continue to employ disparate approaches regarding what types of criminal conduct warrant professional intervention, the appropriate sanctions to impose on lawyer-criminals, and whether lawyers convicted of certain offenses should be automatically excluded from practice.

This Article makes three primary contributions to the discourse on reforming professional lawyer regulation to protect the public …

Arbitrary Consent To Arbitration, Charity J. Fort

Washington and Lee Law Review

In the one-hundred-year period since the enactment of the Federal Arbitration Act of 1925 (the Act), arbitration in the U.S. has become a battlefield embroiled in a multitude of contract law doctrines and competing arbitration jurisprudence concerning what rights can be contracted away. This battlefield has become particularly grisly with regards to the increased use of arbitration clauses in contracts with adhesive qualities between business entities and consumers. This Article seeks to confront and lay the foundations for resolving a concern raised by many arbitration scholars: scholars who argue that the use of arbitration clauses in contracts of adhesion is …

Drug War Repair Guarantees, Amber Baylor

Washington and Lee Law Review

Drug legalization, especially cannabis legalization, is a critical step forward in states’ willingness to address systemic disparities, privacy intrusions, violence, and other harms of the drug war. Yet, reforms center on legalization and repair through a narrow lens, focused on changes to the penal code. The public has found that narrow forms of legalization cannot serve their purported reparative purpose. Narrowly drawn legalization is illusory. Drug war harms and punishment for legalized substance use continue. Legalization reforms are vulnerable to political trends, resulting in rollback and retrenchment of drug war operations.

Legalization cannot deliver on its reparative terms without guarantees. …

Religious Minorities And Secular Rights, Joshua C. Mcdaniel

Washington and Lee Law Review

When religious claimants sue to protect their ability to practice their faith, they often invoke legal guarantees that specifically protect religious exercise. Yet historically—and still today—they also rely on secular guarantees like freedom of speech or equal protection. And their victories on these grounds set precedents not just for believers but for everyone. As a result, many rights we now take for granted stem from religious minorities pressing for the ability to preach, proselytize, and publish their religious views. No account of free speech law would be complete, for instance, without considering the pathbreaking decisions won by Jehovah’s Witnesses.

Although …

Comment On “Voices From Beyond The Grave: Protecting The Audio Of Murder Victims Through (Intellectual) Property Law” By Alexandra M. Hudson, Christopher B. Seaman

Washington and Lee Law Review

Alex’s Note correctly identifies the tension between two important, competing values when it comes to how the law should deal with the sound recordings of murder victims captured in a public record, such as a 911 call or body camera footage. The first value is government transparency, including disclosure of public records through federal and state Freedom of Information Acts (FOIAs). As the Supreme Court has explained, “[t]he basic purpose of FOIA is to ensure an informed citizenry, vital to the functioning of a democratic society, needed to check against corruption, and to hold the governors accountable to the governed.” …

Education As A Right, Homelessness As A Crisis: The Displaced Futures Of American Homeless Youth, Tina Pham

Washington and Lee Law Review

Homelessness in the United States has been a humanitarian crisis affecting youth as one of its most vulnerable populations. Education is one of the few opportunities to break through this cycle of poverty. Recognizing the gap in education for homeless students and other students, Congress enacted the McKinney-Vento Act, which guarantees homeless youth educational rights to access public education. Following the Supreme Court’s decision in Grants Pass v. Johnson, however, the rise of criminalizing policies, such as encampment sweeps and anticamping ordinances, threatens the success of the Act. These policies not only destabilize families, but they also leave homeless youth …

Diplomatic Misjudgments: The Decision-Making Process Before And During The 1870 Franco-Prussian War, Nathan Daly

History & Classics Undergraduate Theses

How did emotions affect the diplomatic process during the waning days of the Concert of Europe?  Was the idea of national honor so prevalent that diplomats began to lack reason when it was called into question by opposing states?  What happens when overzealous officials make claims and requests that far outweigh their position and norms of the time?  To address these questions, this thesis examines the diplomatic negotiations that took place before and during the 1870-1871 Franco-Prussian War, with a focus on the French side. The first chapter, which examines the crisis before the war, highlights how the French diplomats …

Mapping Disabled Justice: Empirical Research Towards A People-Centered Approach, Qudsiya Naqui

Book Chapters

This paper reviews access to justice for people with disabilities, focusing on what we know—and still need to know—about how justice systems can better serve and include disabled populations. Based on existing research, we know that disabled people, constituting roughly 16% of the global population, face significant legal, informational, communication, physical, and economic barriers at all stages of the justice process, and are disproportionately represented in both civil and criminal legal systems. We also know that these barriers impede disabled people’s access to the law, access to legal processes, and access to just outcomes, undermining their ability to engage in …

Ethics In Church-Based Research, David R. Dunaetz

Great Commission Research Journal

Both biblical principles and the standards used in the social sciences help researchers understand how to ensure their research is ethical and how to avoid the temptations associated with conducting research. Using a framework derived from Ephesians 4:25-28, these principles include truthfulness, avoidance of harm, and integrity through hard work. Ethical violations include data fabrication and falsification, questionable research practices, inaccurate references, duplicate publication, coercion of participants, and plagiarism. Special care must be taken to prevent harm to participants, either directly or indirectly. Researchers studying church-based phenomena also need to be aware of the heuristics and biases that can weaken …

2026 Vol 18(1) Complete Issue, David R. Dunaetz

Great Commission Research Journal

No abstract provided.