Author: Mitu Gulati

  • AI Models on Law School Exams

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    The question of how well AI can do on law school exams is one that interests me, since I give exams and want them to be a measure of how much my students have learned (as opposed to their skills at using AI — although I want them to learn those too). Others appear to be interested too — just see the ssrn downloads for papers on this topic.  Caveat: I can't pretend that I have more than the shallowest of understandings of AI models.  But this cool new paper I came across might be of interest to folks.  

    The paper is from a set of scholars at ETH in Zurich (a place long known for its excellent research).  As I understand the draft (and, to repeat, I don't understand a lot of this stuff), the paper finds that the large language models (LLMs) don't do that great when you increase the level of reasoning required on the exam.  I was also intrigued to read (I think) that LLMs are not necessarily better on multiple choice exams than essay type ones.  From the abstract, here is a sentence that stood out: "Our evaluation on both open-ended and multiple-choice questions present significant challenges for current LLMs; in particular, they notably struggle with open questions that require structured, multi-step legal reasoning".  

    The paper is "LEXam: Benchmarking Legal Reasoning on 340 Legal Exams

    Among the other cool things about this paper to me is how collaborative it is — students, professors, and even judges.  To me, it reflects well on the culture of the institution that has such a degree of collaboration. 

  • The Form Knows Best (Does it Really?)

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    A few weeks ago, I got to give a talk at the University of Miami.  The focus: six myths about contracts, as many of us teach contract law (or at least as I teach it).  The talk was a blast — the faculty at Miami were wonderful and generous, but poked all sorts of big holes in my claims.  The broader topic, in a little essay titled "The Form Knows Best" with two superb students (Tara Chowdhury and Faith Chudkowski), was the gravitational pull of the standard form on contract drafting practices. Our abstract:

    Law students learn that contracts are carefully negotiated, precisely drafted, and shaped by doctrine. But lawyers tell a different story. This article compares six pillars of contract law with what we heard in over 170 interviews with senior transactional lawyers across M&A, sovereign bonds, and leveraged loans. The result is a gap between the Official Story taught in classrooms and the Unofficial Story told by practitioners—where boilerplate dominates, case law is rarely consulted, and market custom often prevails over rational design. We suggest that many contracts are better understood as historical artifacts—products of inherited forms and production pressure. Or, as one lawyer put it, more Mars Bar than masterpiece. That gap may matter—especially when courts often interpret form as if it reflects intent.

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  • Pathways to SCOTUS Stardom

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    For more than a century, most lawyers who showed up at the Supreme Court for arguments were one shotters.  But starting in the mid 1980s, a new breed of lawyer emerged.  The SCOTUS superstar; someone who was a specialist in making arguments to SCOTUS, showed up repeatedly, and usually possessed the most elite of legal credentials possible.  No prizes for guessing the gender and race of most of these SCOTUS superstars.  (Aside — SOOTUS superstars also existed in the early 1800s, but probably for different reasons).

    A number of scholars have documented the rise of this new type of lawyer and legal specialty – included here are Kevin McGuire, Richard Lazarus, and H.W. Perry.  There has also been interesting work on the question of the impact of this new type of lawyer (they win more and are much better than others at getting cert granted – as work by Adam Feldman & Alexander Kappner has shown).

    There has thus far, however, been little attention paid to the dynamics of the gender disparity among SCOTUS superstars.  Megan Lemon's excellent new paper, Pathways to the Podium, does just that using a combination of qualitative and quantitative data.  The findings from the interviews Megan did with a number of these superstars are fascinating.  One of the implications of Megan's study seems to be that men are able to more easily and quickly achieve and monetize their superstardom.  

  • When Can the US President Forgive a Sovereign Debt?

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    Let us assume that the US has made a loan to a foreign sovereign for some combination of political and benevolent reasons. For example, to support some friendly nation after they get hit by a severe hurricane or to help out a military ally with arms after they have been suffered an unprovoked attack by another nation.

    Congress has the "power of the purse", so loans have to be approved by it. But does Congress also retain the power, at some later date, to decide on whether some portion of this debt can be forgiven? Or can the Executive Branch make the decision here? At first cut, under the "power of the purse" rubric, my thought was that surely Congressional approval would have to be obtained. But a fascinating new paper by David Del Terzo, appropriately titled "When Can the President Issue Foreign Debt Relief"  suggests that the answer is more complicated.

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  • The Puzzle of Diaspora Bonds: A Case Study of Israel’s Program

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    Many countries have attempted to tap their diasporas by issuing bonds.  This has particularly been the case in times of dire need (wars, pandemics, international sanctions, financial crises, and more).  Ukraine is the most recent to have attempted to do this and failed.  Other recent failures include Pakistan, India, Ethiopia and Greece, some of whom turned to bank deposit schemes when attempts to do full scale bond issuances did not succeed

    A superb new paper by Doug Mulliken, motivated by the many failures to issue diaspora bonds, does a deep dive into the one program that has not only been successful, but has remained so for over a seventy-five year period: The Israel Bonds program.  

    Doug's paper, titled, "It’s not just money; you are investing in your identity”: Israel, the Jewish Diaspora, and the Israel Bonds program,is on ssrn.com.

    The abstract reads:

    Israel has been selling diaspora bonds for almost as long as the country has been in existence, with the original 1951 Independence Bonds being issued just three years after the State of Israel’s establishment as an independent nation. For over 70 years, both in times of crisis and times of strength, Israel has used the Israel Bonds program to call on the Jewish diaspora — most significantly in the United States but also in Canada and across the world — to provide the country with a layer of financial security that is, in many ways, unprecedented in modern history. The importance of Israel’s diaspora bond sales has evolved over time: it functioned as a load-bearing support of Israel’s economy in the program’s early days when, in the aftermath of World War II, sovereign debt markets had essentially disappeared; it now serves a far more important symbolic function, allowing Jews across the world to develop a connection with Israel by contributing some modest amount to the country’s well-being.

    This analysis considers the social and historical context of the Israel Bonds program, taking into consideration the almost emotional connection that the bonds allow members of the Jewish diaspora to feel towards the State of Israel. Most importantly, this study examines the terms of the bonds themselves, comparing both how Israel Bonds mirror traditional Eurobonds and, in particular, how the two types of issuances differ. With this, the analysis hopes to shine a light on an under-studied, but incredibly significant, aspect of Israel’s economic development.

     

  • Restructuring Conference Announcement

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    Announcement that slipsters might be interested in:

    Financial Restructuring Roundtable

    Call for Papers

    The Financial Restructuring Roundtable (formerly the West Coast Bankruptcy Roundtable) will be held in person on April 6, 2023 in New York City. Spearheaded by Tony Casey, Samir Parikh, Robert Rasmussen, and Michael Simkovic, this invitation-only event brings together practitioners, jurists, scholars, and finance industry professionals to discuss important financial restructuring and business law issues. 

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  • Private Equity Debt Shenanigans Conference

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    I'm obsessed with debt shenanigans and, in particular, the emergence of an entire industry (or so it seems) of lawyers who specialize in finding and exploiting contract loopholes in places where the parties to the transaction had no idea there were gaps.  And there are others who defend against this.  (Anyone remember J.Screwed or Windstream?). 

    One area where the payouts of successful loophole detection and exploitation has shown big returns is the world of Private Equity. 

    And now the Penn Law Review is hosting a conference on this topic. (Okay — Their description of the topic is slightly different than mine).  Yay!

    Call for papers is below:

    The University of Pennsylvania Law Review will host its annual symposium on Friday, October 7, 2022, in-person. This year’s topic, “Debt Market Complexity: Shadowed Practices and Financial Injustice”, will explore the rise of increasingly complicated debt structures associated with private equity. We are issuing a call for papers for publication in the Law Review’s corresponding symposium issue.

    To submit a paper for consideration, please provide an abstract no longer than 750 words to symposium@pennlawreview.com by July 31st, 2022. If selected for publication, completed drafts will be due January 1st, 2023. 

    The complete call for papers, which includes more detail, is available here

  • Yehuda Adar on Contract Damages — In a Bond Default

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    Figuring out the right damages measure for default on an actively traded financial asset such as a government bond is, at first, obvious — just pay what you promised on the bond.  But then, when one thinks about features of damages law such as the option to substitute performance or mitigation, things get murkier.

    Yehuda Adar, a guru of the messy law of damages at Haifa, has a super new paper on ssrn.com (here).  How he manages to be so very clear and coherent about a topic that is so messy is beyond me. 

    Here is the abstract:

    What are the damages to which an investor facing a repudiation or a material breach by a government issuer is entitled? The conventional answer that most investors would probably give is that, in the face of such a default on the bond indenture, damages should include both the repayment of the principal (‘par’) and the payment of any remaining (i.e., unpaid) coupons (discounted to present value). Is this conventional understanding warranted? For at least some sovereign bond experts, the answer is not at all obvious and straightforward at it might seem at first blush. Aren’t such damages over-compensatory? Indeed, by obtaining – prior to maturity – both the par and every remaining coupon payment, isn’t the bondholder being put in a better position than if the contract had been performed? Indeed, if there had been no breach, wouldn’t the bondholder have to wait for those payments to be made until maturity date? Secondly, if damages are to be calculated this way, isn’t the bondholder going to receive something more valuable than what he had before the breach? More concretely, whereas prior to breach the bond’s market value reflected the issuer’s credit ranking, the conventional measure of damages seems to treat the bondholder as if he owned a U.S. treasury bond. Third, shouldn’t the investor be expected to purchase a substitute on either the primary or secondary market to eliminate or at least minimize his damages? Shouldn’t this option significantly reduce the scope of the issuer’s liability?

    As basic as these questions sound, they have managed to escape rigorous analysis in the sovereign bonds literature. One can hardly find a comprehensive analysis of remedial issues within this vast body of scholarship. What, then, is the correct measure of damages for the breach of a government bond? By closely inspecting this deceptively simple question, this Article highlights the availability, under the general law of contract damages, of no less than four different methods for measuring a bondholder’s expectation damages. The Article presents to the reader each of these alternative measures and illustrates how to implement each of them in a hypothetical case described at the outset of the Article. Then, the Article addresses two analytical challenges facing a court (or an arbitrator) wishing to reach the correct decision on the damages issue. The first involves a choice between two ways of conceptualizing the bondholder’s loss; namely, the loss of the promised performance of the indenture on the one hand, and the market value of the bond on the other hand. The next challenge is that of applying the mitigation of damages doctrine. Considering the normative and practical considerations pertinent to each of these challenges, the Article ultimately concludes that in most cases courts will tend to implement the ‘Gross Lost Profit’ measure of damages, which is the most generous of the four expectation damage measures. Surprisingly or not (depending on one’s intuitions), this measure coincides with the wisdom of the crowd.

     

     

  • Co Authoring in Legal Academia

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    Co authoring saved me. Literally.  But for the fact that my senior colleagues at UCLA did not care whether I ever wrote anything sole authored, I don't think I would have written anything. I was (and am) just too racked with insecurities.  And then I'd probably have had to get a real job. Aiyiyiyi.  I owe an ever lasting debt to those colleagues — thank you to Bill Klein, Devon Carbado, Steve Bainbridge, Rick Sander and more.

    But I had heard, at the time (a long long time ago) that other schools were not so encouraging. Some of them, the rumor was, discounted co authored work or refused to count it at all in the tenure file.  The model of the worthy scholar was the solo romantic creator toiling away on the magnum opus in solitude.  

    Things have changed since then though, as this brilliant piece, The Evolving Network of Legal Scholars,  by Andrew Hayashi shows (although, I have to ask Andrew: Why is the article on co authorship not co authored?).  Even putting aside the fact that I find the topic fascinating (of course, I'd like anything about co authorship), it is beautifully written and has the coolest graphs.  Every section says something new and insightful and one is left wanting more at the end. That is not how I feel at the end of most law journal articles — actually, I don't even reach the end of most law journal articles because they are such torture to read (especially mine).

    Abstract is here:

    The law professoriate is a network connected by scholarly interactions of various kinds, including co-authorship. I study the evolution of the co-authorship network from 1980-2020 and document a sharp increase in the number of scholars, the amount of scholarship, and explosive growth in the network of legal scholars during this period. Despite this growth, however, the distance between legal scholars has shrunk such that legal academia can be characterized as a “small world.” I describe the increase in the number and scholarly contributions of women, minorities, and lesbian, gay and bisexual (LGB) scholars and the rise of co-authorship, including “mixed” co-authorship. I find that members of the same gender or minority groups tend to coauthor with each other, but that this correlation has declined over time resulting in more co-authorship across identity categories. Finally, examining the ordering of author names on coauthored articles, I find that racial minority scholars make up a greater share of first authors than their share of authors in general, while women and LGB scholars make up a smaller share of first authors than one might expect if authorship were randomly assigned.

    Just a few questions for Andrew, for his next article on this topic:

    1. The article focuses on co authorship in law journals. But what about peer review journals.  Might it be the case that the types of folks who migrate towards the co authorship model tend to publish more in peer review journals? Especially in fields like health law? Does that create an under count?

    2. Do things change over the life cycle of a scholar?  Does co authoring at some stage lead to working on larger and larger teams over time? (as one sees the benefits – I'm thinking of Eric Posner's podcast  conversation with Orin Kerr about this topic (here))

    3. Can you tell us more about the schools where co authorship thrives more than others?  Are they more collaborative? Do they produce better (more creative) or worse ideas?

    4. What about co teaching?  Some schools encourage co teaching in the way they give credit.  Does that result in more co authorship?

  • Confiscating Russian Assets (Now?)

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    As the Russia-Ukraine conflict continues and the amount of destruction to lives and property grows exponentially, a question that has come up is whether Russian assets overseas should be confiscated and made available to those who the Russian invasion has harmed  (e.g., here).  The list of those is growing larger minute by minute:  refugees, families of those who have died, people whose homes and livelihoods have been blown apart and on and on and on.

    The amount of harm that Mr. Putin's craziness has caused is already far greater than the value of the frozen assets — in the many trillions whereas the frozen assets (even if one adds in the oligarch properties) is in the hundreds of billions.  But should we wait until Mr. Putin has taken whatever portion of Ukraine he wants (e.g., 20-30%), installed some puppet government, and is finally willing to negotiate for peace?  At that point, as part of the negotiation, he is going to want to ask for his frozen assets back.  And the leaders of the countries where the frozen assets are located, who will be desperate for peace, might be tempted to give the assets back.  Let us not kid ourselves.  The political flesh is weak.  If those politicians see themselves garnering advantage at the ballot box by negotiating a quick peace (to the detriment of the claims or refugees and others), they will do that.  So, maybe there is an argument to confiscating the assets now while there is political will to do so.

    On the other hand, there is the small matter of the law.  Due process before taking people's property and all that.  Does it allow for the confiscation of the property of a sovereign engaging in an egregious violation of international law by invading a neighbor?  There is the proverbial slippery slope of countries confiscating the property of other sovereigns whose behavior has displeased them without first ensuring that they are legally entitled to.

    To my mind, these are fascinating questions to which there are not clear answers.

    Two giants of the legal academy, Larry Tribe and Paul Stephan have been debating this in the context of what Mr. Biden is allowed to do.  The assets can be frozen. But can they be confiscated?

    Here is the abstract of Paul's superb new paper that describes the issues:

    This article addresses the legal issues that the United States would confront were it to move from freezing to seizing. It looks first at the executive branch’s existing legal authority to confiscate foreign property. It considers legislative proposals to extend that authority. Both existing law and possible future legislation face constraints under constitutional law. These constraints are unique to the United States but reflect principles of legality and due process that western states generally embrace. Finally, it provides a snapshot of the international legal issues that seizure of Russian state assets might present.

    First and foremost, existing law does not permit the executive branch to dispose of Russian state assets in advance of a settlement with that state. A civil process exists to forfeit assets to the state, including those of state-owned entities, but that entails resort to the courts and requires some evidence of criminality. Legislation currently under consideration in the United States would enhance that process but not abandon it. It would not apply to the largest portion of assets, the deposits of the Russian Central Bank in US financial institutions, absent some proof that those deposits can be traced to criminal activity. US constitutional guarantees against expropriation in the absence of compensation and of civil forfeiture in the absence of due process almost certainly apply.

    Finally, the seizure of assets belonging to the Russian state outside of normal criminal and regulatory processes would violate international law. What international law probably would permit, however, is the use of these assets to satisfy legal judgments rendered against the Russian Federation by duly constituted international investment tribunals established under treaties to which Russia is a party. The United States and other countries in the West might explore ways of encouraging the beneficiaries of these awards, both present and future, to devote their recoveries to Ukrainian reconstruction.