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Using AI to Analyze Patent Claim Indefiniteness

Scholarship Abstract In this Article, we describe how to use artificial intelligence (AI) techniques to partially automate a type of legal analysis, determining whether a patent . . .

Abstract

In this Article, we describe how to use artificial intelligence (AI) techniques to partially automate a type of legal analysis, determining whether a patent claim satisfies the definiteness requirement. Although fully automating such a high-level cognitive task is well beyond state-of-the-art AI, we show that AI can nevertheless assist the decision maker in making this determination. Specifically, the use of custom AI technology can aid the decision maker by (1) mining patent text to rapidly bring relevant information to the decision maker attention, and (2) suggesting simple inferences that can be drawn from that information.

We begin by summarizing the law related to patent claim indefiniteness. A summary of existing case law allows us to identify the types of information that can be relevant to the legal determination of indefiniteness. This in turn guides us in designing AI software that processes a patent text to extract information that can be relevant to the legal analysis of indefiniteness. Some types of relevant information include whether terms in a claim are defined in the patent, whether terms in a claim are not mentioned in the patent specification, whether the claim includes nonstandard terms coined by the drafter of the patent, whether the claim relies on vaguely-specified measurements, and whether the patent specification discloses structure corresponding to a means-plus-function limitation.

The AI software rapidly processes a patent text and identifies information that is relevant to the legal analysis. The software then provides the human decision maker with this information as well as simple metrics and inferences, such as the percentage of claim terms that are defined explicitly or by example, and whether terms that are coined by the drafter should be defined or renamed. This can provide the user with insights about a patent much faster than if the user read the entirety of the patent to locate the same information unaided.

Moreover, the software can aggregate the various types of information to “score” a claim (e.g., from 0 to 100) based on its risk of being deemed indefinite. For example, a claim containing only defined terms and lacking any vague measurements would score much lower in terms of risk than a claim with terms that are not only undefined but do not even appear in the patent specification. Once each claim in a patent is assigned such an indefiniteness score, the patent itself can be given an overall indefiniteness score.

Scoring groups of patents in this manner has further advantages even if the scores are blunt measurements. AI software ranks a group of patents (e.g., all patents owned by a company) by indefiniteness scores. This allows a very large set of patents to be quickly searched for patents that have the highest, or lowest, indefiniteness score. The results of such a search could be, e.g., the patents to target for detailed review in litigation, post-grant proceedings, or licensing negotiations.

Finally, we present some considerations for refining and augmenting the proposed methods for partially automating the indefiniteness analysis, and more broadly other types of legal analysis.

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Intellectual Property & Licensing

How Not to Promote US Innovation

TOTM President Joe Biden’s July 2021 executive order set forth a commitment to reinvigorate U.S. innovation and competitiveness. The administration’s efforts to pass the America COMPETES Act would appear to . . .

President Joe Biden’s July 2021 executive order set forth a commitment to reinvigorate U.S. innovation and competitiveness. The administration’s efforts to pass the America COMPETES Act would appear to further demonstrate a serious intent to pursue these objectives.

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Antitrust & Consumer Protection

Unpacking the Flawed 2021 Draft USPTO, NIST, & DOJ Policy Statement on Standard-Essential Patents (SEPs)

TOTM Responding to a new draft policy statement from the U.S. Patent & Trademark Office (USPTO), the National Institute of Standards and Technology (NIST), and the U.S. Department . . .

Responding to a new draft policy statement from the U.S. Patent & Trademark Office (USPTO), the National Institute of Standards and Technology (NIST), and the U.S. Department of Justice, Antitrust Division (DOJ) regarding remedies for infringement of standard-essential patents (SEPs), a group of 19 distinguished law, economics, and business scholars convened by the International Center for Law & Economics (ICLE) submitted comments arguing that the guidance would improperly tilt the balance of power between implementers and inventors, and could undermine incentives for innovation.

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Intellectual Property & Licensing

Comments of Scholars of Law, Economics, and Business on Draft SEP Policy Statement

Regulatory Comments Comments of Scholars of Law, Economics, and Business Draft USPTO, NIST, & DOJ Policy Statement on Licensing Negotiations and Remedies for Standard-Essential Patents Subject to . . .

Comments of Scholars of Law, Economics, and Business

Draft USPTO, NIST, & DOJ Policy Statement on Licensing Negotiations and Remedies for Standard-Essential Patents Subject to Voluntary F/RAND Commitments

Docket ATR-2021-0001

Submitted Feb. 4, 2022

We are scholars of law, economics, and business who work in areas related to intellectual property, antitrust, strategy, and innovation. We write to express our concerns with the December 6, 2021, U.S. Patent & Trademark Office (USPTO), National Institute of Standards and Technology (NIST), and U.S. Department of Justice, Antitrust Division (DOJ) draft statement on remedies for the infringement of standard-essential patents (SEPs) (“Draft Policy Statement”).[1] This statement would effectively repudiate guidance published by these same agencies in 2019.[2]

While the Draft Policy Statement may seem even-handed at first sight, its implementation would have far-reaching consequences that would significantly tilt the balance of power in SEP-reliant industries, in favor of implementers and to the detriment of inventors. In turn, this imbalance is liable to harm consumers through reduced innovation, resulting from higher contract-enforcement costs and lower returns to groundbreaking innovations. And by making it harder for U.S. tech firms to enforce their intellectual property (IP) rights against foreign companies, the Draft Policy Statement threatens to erode America’s tech-sector leadership.

Read the full comments here.

[1] U.S. Patent & Trademark Office, the National Institute of Standards and Technology, and the U.S. Department of Justice, Antitrust Division, Draft Policy Statement on Licensing Negotiations and Remedies for Standard-Essential Patents Subject to Voluntary F/RAND Commitments (Dec. 6, 2021), available at https://www.justice.gov/atr/page/file/1453471/download [hereinafter “Draft Policy Statement”].

[2] U.S. Patent & Trademark Office, the National Institute of Standards and Technology, and the U.S. Department of Justice, Antitrust Division, Policy Statement on Licensing Remedies for Standard-Essential Patents Subject to Voluntary F/RAND Commitments (Dec. 19, 2019), available at https://www.uspto.gov/sites/default/files/documents/SEP%20policy%20statement%20signed.pdf.

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Antitrust & Consumer Protection

Comment of Legal Academics, Economists, and Former Government Officials on Draft Policy Statement on the Licensing and Remedies for Standard Essential Patents

Regulatory Comments Abstract This comment by 27 law professors, economists and former government officials was submitted to the Department of Justice in response to a call for . . .

Abstract

This comment by 27 law professors, economists and former government officials was submitted to the Department of Justice in response to a call for comments on a draft policy statement on standard essential patents (SEPs). Although the draft policy statement is right to seek a “balanced, fact-based analysis [that] will facilitate and help to preserve competition and incentives for innovation and continued participation in voluntary, consensus-based standard-setting activity,” the comment identifies how its proposals fail to accomplish this goal. First, the draft policy statement fails to account for the extensive scholarly research and rigorous empirical studies identifying numerous substantive and methodological flaws in the “patent holdup” theory, including its failed predictions of high prices, less innovation, and less market competition; instead, a growing mobile communications marketplace has existed for several decades. Second, the draft policy statement micro-manages the negotiation and litigation process for SEPs, which would make injunctions and exclusion orders at the International Trade Commission a de facto nullity for SEPs. This special rule effectively prohibiting injunctions contradicts repeated court decisions in both the U.S. and Europe concerning the general availability of all patent remedies for SEPs. Ultimately, the draft policy statement incentivizes strategic holdout by implementers and de facto prohibits injunctive relief for ongoing infringement of an SEP by an unwilling licensee. This would harm U.S. innovators facing increasing economic and strategic competition from China. It also threatens U.S. economic leadership and its national security, which contradicts the expressly stated goal of President Joseph Biden’s Executive Order, the progenitor of this draft policy statement, of “preserving America’s role as the world’s leading economy.” Thus, the 27 legal academics, economists, and former government officials urge the agencies to reconsider its draft policy statement on SEPs. The comment includes an Appendix of the literature on the licensing and enforcement of SEPs.

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Antitrust & Consumer Protection

‘New Madison Approach’ Should Be Retained to Promote American Innovation

TOTM The leading contribution to sound competition policy made by former Assistant U.S. Attorney General Makan Delrahim was his enunciation of the “New Madison Approach” to . . .

The leading contribution to sound competition policy made by former Assistant U.S. Attorney General Makan Delrahim was his enunciation of the “New Madison Approach” to patent-antitrust enforcement—and, in particular, to the antitrust treatment of standard essential patent licensing (see, for example, herehere, and here). In short (citations omitted)…

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Intellectual Property & Licensing

Striking the Right Balance: Following the DOJ’s Lead for Innovation in Standardized Technology

Scholarship Abstract Today’s technology standards are the result of an extraordinary amount of innovation, collaboration and competition. These concepts are interrelated and each is enhanced or . . .

Abstract

Today’s technology standards are the result of an extraordinary amount of innovation, collaboration and competition. These concepts are interrelated and each is enhanced or enabled by intellectual property. Where these three concepts come together in standards development, it is unsurprising that antitrust concerns are also present. Specifically, the interests of contributors, participants, and implementers must be fairly balanced to ensure that the appropriate types and levels of innovation, collaboration, and competition can occur – and that the public will benefit therefrom. It is important that antitrust enforcement involving standards development organizations and owners of standards essential patents recognize the careful balance of these three concepts. If antitrust enforcement elevates one goal – say competition – at the expense of collaboration and innovation, or if one set of actors in the standards development ecosystem – for example, implementers – is preferred over the other actors, there will likely be devastating effects on the standards development ecosystem.

The tension between innovation, collaboration, and competition in the standards development arena, as well as the divergent interests of contributors, participants, and implementers are not new. The two agencies charged with enforcing competition policy in the United States, the Federal Trade Commission (FTC) and the Department of Justice, Antitrust Division (DOJ), have long wrestled with promoting both innovation and competition, as well as understanding how collaboration can enhance these ideas. Although the policies regarding innovation, competition, and collaboration have historically bounced around, when considering standardized technology, both the FTC and DOJ have recently shifted the balance in favor of implementers and acted in ways that created impediments to innovation (and thus ultimately competition and collaboration) in the standards development area. Between 2015 and 2019, however, the viewpoints of these two agencies diverged. The FTC continued to rely on outdated perspectives and theories that have been called into question. In doing so, the FTC has favored implementers over contributors in ways that are harmful to innovation. On the other hand, the DOJ (under Makan Delrahim) recognized that its previously-held viewpoints are obsolete and was actively seeking to reset the balance between competition and innovation, between innovator and implementer. This paper argues that we must look carefully at the underlying policies driving the agencies’ behavior, both the outmoded viewpoints that the FTC is pressing as well as the innovation-positive perspective that has shaped the DOJ’s actions in recent years. By amplifying the modern perspective and focusing on creating the right incentives for the right reasons, future imbalances that harm innovation, collaboration, and competition in the standards world can be avoided.

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Antitrust & Consumer Protection

More Evidence that the Patent System Promotes Dynamic Competition and Consumer Welfare

TOTM The patent system is too often caricatured as involving the grant of “monopolies” that may be used to delay entry and retard competition in key . . .

The patent system is too often caricatured as involving the grant of “monopolies” that may be used to delay entry and retard competition in key sectors of the economy. The accumulation of allegedly “poor-quality” patents into thickets and portfolios held by “patent trolls” is said by critics to spawn excessive royalty-licensing demands and threatened “holdups” of firms that produce innovative products and services. These alleged patent abuses have been characterized as a wasteful “tax” on high-tech implementers of patented technologies, which inefficiently raises price and harms consumer welfare.

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Intellectual Property & Licensing

Old Ideas and the New New Deal

TOTM Over the past decade and a half, virtually every branch of the federal government has taken steps to weaken the patent system. As reflected in . . .

Over the past decade and a half, virtually every branch of the federal government has taken steps to weaken the patent system. As reflected in President Joe Biden’s July 2021 executive order, these restraints on patent enforcement are now being coupled with antitrust policies that, in large part, adopt a “big is bad” approach in place of decades of economically grounded case law and agency guidelines.

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Antitrust & Consumer Protection