Law Commons^™

Revolutionizing Access To Justice: The Role Of Ai-Powered Chatbots And Retrieval-Augmented Generation In Legal Self-Help, Ayyoub Ajmi

Faculty Works

Advancements in artificial intelligence (AI) present numerous opportunities to routinize and make the law more accessible to self-represented litigants, notably through AI chatbots employing natural language processing for conversational interactions. These chatbots exhibit legal reasoning abilities without explicit training on legal-specific datasets. However, they face challenges processing less common and more specific knowledge from their training data. Additionally, once trained, their static status makes them susceptible to knowledge obsolescence over time. This article explores the application of retrieval-augmented generation (RAG) to enhance chatbot accuracy, drawing insights from a real-world implementation developed for a court system to support self-help litigants.

Opinion: How Software Stifles Competition And Innovation, James Bessen

Faculty Scholarship

Innovation is not what it used to be, and software is part of the reason. In many industries—industries well beyond Big Tech—dominant firms have built large software-based platforms delivering important consumer benefits, but these platforms also slow the rise of innovative rivals, including productive startups.5 Because access to these platforms is limited, competition has been constrained, creating a troubling market dynamic that slows economic growth.

Manufacturing Innovation, Xuan-Thao Nguyen

Articles

Using intellectual property assets as the proxy for innovation measures, this paper provides a comprehensive analysis of the legal and policy strategies that form the foundation for China's new role as the global manufacturer of innovation. Manufacturing innovation is evident through China's multi-prong approach regarding intellectual property production and maximization. Significantly, among many other policies that target innovation, China encourages the production of innovation by accepting patents and trademarks as collateral assets for financing. Entrepreneurs can quickly obtain loans against their portfolios of patents and trademarks. China also requires enterprises seeking to undergo an initial public offering (IPO) on the …

Law School News: Rewards Of The Road Less Traveled 10-13-2022, Michelle Choate

Life of the Law School (1993- )

No abstract provided.

Competition And Innovation: The Breakup Of Ig Farben, Felix Poege

Faculty Scholarship

The relationship between competition and innovation is difficult to disentangle, as exogenous variation in market structure is rare. The 1952 breakup of Germany’s leading chemical company, IG Farben, represents such a disruption. After the Second World War, the Allies occupying Germany imposed the breakup because of IG Farben’s importance for the German war economy instead of standard antitrust concerns. In technology areas where the breakup reduced concentration, patenting increased strongly, driven by domestic firms unrelated to IG Farben. An analysis of patent texts shows that an increased propensity to patent does not drive the effect. Descriptively, IG Farben’s successors increased …

Regulating New Tech: Problems, Pathways, And People, Cary Coglianese

All Faculty Scholarship

New technologies bring with them many promises, but also a series of new problems. Even though these problems are new, they are not unlike the types of problems that regulators have long addressed in other contexts. The lessons from regulation in the past can thus guide regulatory efforts today. Regulators must focus on understanding the problems they seek to address and the causal pathways that lead to these problems. Then they must undertake efforts to shape the behavior of those in industry so that private sector managers focus on their technologies’ problems and take actions to interrupt the causal pathways. …

Technology And The (Re)Construction Of Law, Christian Sundquist

Articles

Innovative advancements in technology and artificial intelligence have created a unique opportunity to re-envision both legal education and the practice of law. The COVID-19 pandemic has accelerated the technological disruption of both legal education and practice, as remote work, “Zoom” client meetings, virtual teaching, and online dispute resolution have become increasingly normalized. This essay explores how technological innovations in the coronavirus era are facilitating radical changes to our traditional adversarial system, the practice of law, and the very meaning of “legal knowledge.” It concludes with suggestions on how to reform legal education to better prepare our students for the emerging …

Clearing Opacity Through Machine Learning, W. Nicholson Price Ii, Arti K. Rai

Articles

Artificial intelligence and machine learning represent powerful tools in many fields, ranging from criminal justice to human biology to climate change. Part of the power of these tools arises from their ability to make predictions and glean useful information about complex real-world systems without the need to understand the workings of those systems.

Gene Patents, Drug Prices, And Scientific Research: Unexpected Effects Of Recently Proposed Patent Eligibility Legislation, Charles Duan

Articles in Law Reviews & Other Academic Journals

Recently, Congress has considered legislation to amend§ 101, a section of the Patent Act that the Supreme Court has held to prohibit patenting of laws of nature, natural phenomena, and abstract ideas. This draft legislation would expand the realm of patent-eligible subject matter, overturning the Court's precedents along the way. The draft legislation, and movement to change this doctrine of patent law, made substantial headway with a subcommittee of the Senate holding numerous roundtables and hearings on the subject.

This article considers some less-discussed consequences of that draft legislative proposal. The legislation likely opens the door to patenting of subject …

National Cybersecurity Innovation, Tabrez Y. Ebrahim

Faculty Scholarship

National cybersecurity plays a crucial role in protecting our critical infrastructure, such as telecommunication networks, the electricity grid, and even financial transactions. Most discussions about promoting national cybersecurity focus on governance structures, international relations, and political science. In contrast, this Article proposes a different agenda and one that promotes the use of innovation mechanisms for technological advancement. By promoting inducements for technological developments, such innovation mechanisms encourage the advancement of national cybersecurity solutions. In exploring possible solutions, this Article asks whether the government or markets can provide national cybersecurity innovation. This inquiry is a fragment of a much larger literature …

Redefining Leadership In The Age Of The Sdgs: Accelerating And Scaling Up Delivery Through Innovation And Inclusion, Phumzile Mlambo-Ngcuka, Rangita De Silva De Alwis

All Faculty Scholarship

In 2015 the United Nations adopted seventeen Sustainable Development Goals (SDGs) to promote prosperity while protecting the environment. Our research examines how the SDGs, considered the grandest vision for sustainable development for the world, can be accelerated by ambitious leaders in the field of innovation. Through careful selection based on the type of industry, scale, impact, and diversity, we study a cohort of bold leaders who are shaping a brave new world. In turn, the urgent charge of the SDGs provides a platform and an innovation lab to incubate new ideas for inclusion and technologies.

Artificial Intelligence In The Medical System: Four Roles For Potential Transformation, Will Nicholson Price Ii

Articles

Artificial intelligence (AI) looks to transform the practice of medicine. As academics and policymakers alike turn to legal questions, a threshold issue involves what role AI will play in the larger medical system. This Article argues that AI can play at least four distinct roles in the medical system, each potentially transformative: pushing the frontiers of medical knowledge to increase the limits of medical performance, democratizing medical expertise by making specialist skills more available to non-specialists, automating drudgery within the medical system, and allocating scarce medical resources. Each role raises its own challenges, and an understanding of the four roles …

Grants, Nicholson Price Ii

Articles

Innovation is a primary source of economic growth and is accordingly the target of substantial academic and government attention. Grants are a key tool in the government’s arsenal to promote innovation, but legal academic studies of that arsenal have given them short shrift. Although patents, prizes, and regulator-enforced exclusivity are each the subject of substantial literature, grants are typically addressed briefly, if at all. According to the conventional story, grants may be the only feasible tool to drive basic research, as opposed to applied research, but they are a blunt tool for that task. Three critiques of grants underlie this …

Attacking Innovation, Jeffrey A. Maine

Faculty Publications

Economists generally agree that innovation is important to economic growth and that government support for innovation is necessary. Historically, the U.S. government has supported innovation in a variety of ways: (1) a strong legal system for patents; (2) direct support through research performed by government agencies, grants, loans, and loan guarantees; and (3) indirect support through various tax incentives for private firms. In recent years, however, we have seen a weakening of the U.S. patent system, a decline in direct funding of research, and a weakening of tax policy tools used to encourage new innovation. These disruptive changes threaten the …

In The Shadow Of The Law: The Role Of Custom In Intellectual Property, Jennifer E. Rothman

All Faculty Scholarship

Custom, including industry practices and social norms, has a tremendous influence on intellectual property (“IP”) law, from affecting what happens outside of the courts in the trenches of the creative, technology, and science-based industries, to influencing how courts analyze infringement and defenses in IP cases. For decades, many scholars overlooked or dismissed the impact of custom on IP law in large part because of a belief that the dominant statutory frameworks that govern IP left little room for custom to play a role. In the last ten years, however, the landscape has shifted and more attention has been given to …

Data-Centric Technologies: Patent And Copyright Doctrinal Disruptions, Tabrez Y. Ebrahim

Faculty Scholarship

Data-centric technologies create information content that directly controls, modifies, or responds to the physical world. This information content resides in the digital world yet has profound economic and societal impact in the physical world. 3D printing and artificial intelligence are examples of data-centric technologies. 3D printing utilizes digital data for eventual printing of physical goods. Artificial intelligence learns from data sets to make predictions or automated decisions for use in physical applications and systems. 3D printing and artificial intelligence technologies are based on digital foundations, blur the digital and physical divide, and dramatically improve physical goods, objects, products, or systems. …

Ignorance Over Innovation: Why Misunderstanding Standard Setting Organizations Will Hinder Technological Progress, Kristen Osenga

Law Faculty Publications

On January 17, 2017, the Federal Trade Commission (FTC) sued Qualcomm Inc. in federal district court, alleging antitrust violations in the company's licensing of semiconductor chips used in cell phones and more. The suit alleges, in part, that Qualcomm refuses to license its patents that cover innovations incorporated in technology standards (standard-essential patents, or SEPs), in contradiction of the company's promise to license this intellectual property on fair, reasonable, and nondiscriminatory (FRAND) terms. According to the FTC, Qualcomm's behavior reduces competitors' ability to participate in the market, raises prices paid by consumers for products incorporating the standardized technology, and at …

Teva And The Process Of Claim Construction, Lee Petherbridge Ph.D., R. Polk Wagner

All Faculty Scholarship

In Teva Pharmaceuticals USA, Inc. v. Sandoz, Inc., the Supreme Court addressed an oft-discussed jurisprudential disconnect between itself and the U.S. Court of Appeals for the Federal Circuit: whether patent claim construction was “legal” or “factual” in nature, and how much deference is due to district court decisionmaking in this area. In this Article, we closely examine the Teva opinion and situate it within modern claim construction jurisprudence. Our thesis is that the Teva holding is likely to have only very modest effects on the incidence of deference to district court claim construction but that for unexpected reasons the …

Assessing Access-To-Justice Outreach Strategies, J. J. Prescott

Articles

The need for prospective beneficiaries to “take up” new programs is a common stumbling block for otherwise well-designed legal and policy innovations. I examine the take-up problem in the context of publicly provided court services and test the effectiveness of various outreach strategies that announce a newly available online court access platform. I study individuals with minor arrest warrants whose distrust of courts may dampen any take-up response. I partnered with a court to quasi-randomly assign outreach approaches to a cohort of individuals and find that outreach improves take-up, that the type of outreach matters, and that online platform access …

Artificial Intelligence In Health Care: Applications And Legal Implications, W. Nicholson Price Ii

Articles

Artificial intelligence (AI) is rapidly moving to change the healthcare system. Driven by the juxtaposition of big data and powerful machine learning techniques—terms I will explain momentarily—innovators have begun to develop tools to improve the process of clinical care, to advance medical research, and to improve efficiency. These tools rely on algorithms, programs created from healthcare data that can make predictions or recommendations. However, the algorithms themselves are often too complex for their reasoning to be understood or even stated explicitly. Such algorithms may be best described as “black-box.” This article briefly describes the concept of AI in medicine, including …

Disruptive Platforms, Margot Kaminski

Publications

No abstract provided.

Open Source, Modular Platforms, And The Challenge Of Fragmentation, Christopher S. Yoo

All Faculty Scholarship

Open source and modular platforms represent two powerful conceptual paradigms that have fundamentally transformed the software industry. While generally regarded complementary, the freedom inherent in open source rests in uneasy tension with the strict structural requirements required by modularity theory. In particular, third party providers can produce noncompliant components, and excessive experimentation can fragment the platform in ways that reduce its economic benefits for end users and app providers and force app providers to spend resources customizing their code for each variant. The classic solutions to these problems are to rely on some form of testing to ensure that the …

Telecommunications: Competition Policy In The Telecommunications Space, Gene Kimmelman, Maureen K. Ohlhausen, Michael O’Rielly, Christopher S. Yoo, Stephen F. Williams

All Faculty Scholarship

In today’s rapidly evolving telecommunications landscape, the development of new technologies and distribution platforms are driving innovation and growth at a breakneck speed across the Internet ecosystem. Broadband connectivity is increasingly important to our civil discourse, our economy, and our future. What is the proper role of government in facilitating robust investment and competition in this critical sector? When technology companies constantly have to reinvent themselves and adapt to survive – what role should government play? This panel of experts at the Federalist Society’s 2014 National Lawyers Convention discussed the current regulatory environment and how government policies – particularly regarding …

Investment Accelerators, Brad Bernthal

Publications

This Article documents and explains the legal and extralegal dimensions of Investment Accelerator (IA) systems. Accelerators are a new class of institution that supports entrepreneurs and early stage startups. Investment Accelerators take an ownership stake in companies that participate in an intensive, time-limited program. Interviews reveal the surprising extent to which parties in many Investment Accelerators exchange economic value in the absence of formal agreement. Startups share proprietary information with highly accomplished mentors who, in turn, contribute their time and connections without direct compensation. This under-contracted and informal arrangement raises concerns about opportunism. Data from an original investigation presents a …

Optimizing Government For An Optimizing Economy, Cary Coglianese

All Faculty Scholarship

Much entrepreneurial growth in the United States today emanates from technological advances that optimize through contextualization. Innovations as varied as Airbnb and Uber, fintech firms and precision medicine, are transforming major sectors in the economy by customizing goods and services as well as refining matches between available resources and interested buyers. The technological advances that make up the optimizing economy create new challenges for government oversight of the economy. Traditionally, government has overseen economic activity through general regulations that aim to treat all individuals equally; however, in the optimizing economy, business is moving in the direction of greater individualization, not …

Tesla, Dealer Franchise Laws, And The Politics Of Crony Capitalism, Daniel A. Crane

Articles

Public choice theory has long proclaimed that business interests can capture regulatory processes to generate economic rents at the expense of consumers. Such political exploitation may go unnoticed and unchallenged for long time periods because, though the rents are captured by a relatively small number of individuals or firms, the costs are widely diffused over a large number of consumers. The triggering event to expose and mobilize opposition to the regulatory capture may not arise until a new technology seeks to challenge the incumbent technology, thus creating a motivated champion to expose and oppose the regulatory capture and advocate for …

The Green Option, Gideon Parchomovsky, Endre Stavang

All Faculty Scholarship

We introduce an innovative market-based mechanism that may be used to advance environmental goals. Our mechanism employs option theory to give established businesses a financial stake in the success of green technologies. We show why and how green companies should be given an option to transfer a block of their shares to any corporation of their choice, incentivize them to switch to environmentally friendly technologies and to use their political clout to alleviate legal, regulatory and political barriers to the adoption of such technologies. In short, giving established corporations a stake in green companies will give them a stake in …

The Anti-Innovators: How Special Interests Undermine Entrepreneurship, James Bessen

Faculty Scholarship

For much of the last century, the United States led the world in technological innovation-a position it owed in part to well-designed procurement programs at the Defense Department and NASA. During the 1940s, for example, the Pentagon funded the construction of the first general-purpose computer, designed initially to calculate artillery-firing tables for the U.S. Army. Two decades later, it developed the data communications network known as the ARPANET, a precursor to the Internet. Yet not since the 1980s have government contracts helped generate any major new technologies, despite large increases in funding for defense-related R & D. One major culprit …

Promoting Progress: A Qualitative Analysis Of Creative And Innovative Production, Jessica Silbey

Faculty Scholarship

This chapter is based on data collected as part of a larger qualitative empirical study based on face-to-face interviews with artists, scientists, engineers, their lawyers, agents and business partners. Broadly, the project involves the collecting and analysis of these interviews to understand how and why the interviewees create and innovate and to make sense of the intersection between intellectual property law and creative and innovative activity from the ground up. This chapter specifically investigates the concept of “progress” as discussed in the interviews. “Promoting progress” is the ostensible goal of the intellectual property protection in the United States, but what …

U.S. Vs. European Broadband Deployment: What Do The Data Say?, Christopher S. Yoo

All Faculty Scholarship

As the Internet becomes more important to the everyday lives of people around the world, commentators have tried to identify the best policies increasing the deployment and adoption of high-speed broadband technologies. Some claim that the European model of service-based competition, induced by telephone-style regulation, has outperformed the facilities-based competition underlying the US approach to promoting broadband deployment. The mapping studies conducted by the US and the EU for 2011 and 2012 reveal that the US led the EU in many broadband metrics.

• High-Speed Access: A far greater percentage of US households had access to Next Generation Access (NGA) …