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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 . . .
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.
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.
Read the full piece here.
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.
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 . . .
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.
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, here, here, and here). In short (citations omitted)…
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.
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.
Regulatory Comments ICLE comments filed Feb. 1, 2021, to the U.S. Federal Trade Commission in response to the FTC's Advance Notice of Public Rulemaking concerning future amendments to the premerger notification rules under the Hart-Scott-Rodino Antitrust Improvements Act.
We thank the Commission for the opportunity to comment on its Advance Notice of Proposed Rulemaking (“ANPRM”) concerning future amendments to the premerger notification rules under the Hart-Scott-Rodino Antitrust Improvements Act (“HSR’’).
The International Center for Law and Economics (ICLE) is a nonprofit, nonpartisan research center whose work promotes the use of law & economics methodologies to inform public policy debates. We believe that intellectually rigorous, data-driven analysis will lead to efficient policy solutions that promote consumer welfare and global economic growth.
ICLE’s scholars have written extensively on competition and consumer protection policy. Some of our writings are included as references in the comment below. Additional materials may be found at our website: www.laweconcenter.org.
Our comment argues that the FTC’s rulemaking initiatives should be informed by the error-cost framework. As we explain, the framework offers several key insights that authorities should carefully consider when reviewing existing merger rules and guidance.
Among other things, it demonstrates that the societal costs stemming from false negatives (i.e. anticompetitive mergers that evade antitrust enforcement) are inextricably linked to those that originate from false positives (efficient mergers that are prohibited or deterred) and administrative costs (the social costs that are created by the operation of a given regulatory regime). As a result, any attempt to reduce one of these costs necessary entails a tradeoff as far as the others are concerned. All three costs should thus be considered together.
In short, we urge the FTC to take a holistic view when updating HSR rules and interpretations of those rules. In particular, it is important to consider the overall welfare costs of new rules, and not just their ability to plug existing enforcement gaps.
TOTM Admirers of the late Supreme Court Justice Louis Brandeis and other antitrust populists often trace the history of American anti-monopoly sentiments from the Founding Era . . .
Admirers of the late Supreme Court Justice Louis Brandeis and other antitrust populists often trace the history of American anti-monopoly sentiments from the Founding Era through the Progressive Era’s passage of laws to fight the scourge of 19th century monopolists. For example, Matt Stoller of the American Economic Liberties Project, both in his book Goliath and in other writings, frames the story of America essentially as a battle between monopolists and anti-monopolists.
