Using Syllabus Loopholes in AI Cheating Defense
| | Student Rights
Generative AI has hit the academic world with an effect much like weapons used in chemical warfare. Certainly, serious harm is being done to learning opportunities as students find creative ways to avoid intellectual effort. But the psychological impact of the attack spreads with more lasting effect than the agent of destruction itself.
Individual instructors and educational institutions went into full-scale panic mode as soon as they realized the potential for misuse of a technology that was frighteningly easy to access. They began seeing the phantom “hand” of artificial intelligence everywhere—even where it had never existed. Students who misunderstand the rules or who are simply unlucky suffer as they are wrongfully penalized for misuse of the technology.
Many students simply accept a failing grade or other disciplinary measure and try to move on. But that can be a grave mistake. It is an admission of guilt that can damage the student’s reputation, affecting them far into the future. Whether an accusation of AI cheating is made through a formal disciplinary process or an instructor’s informal assumption, it is important to take effective steps to refute the allegations and defend the student’s academic integrity. Experienced student defense attorneys use an array of strategies to succeed in these efforts. One of these strategies is to analyze and exploit loopholes in the syllabus or other materials provided by the instructor.
Since these materials vary from case to case, it is not possible to provide a step-by-step guide to this approach in a general blog post. If you contact our student defense team, we can review the particular materials and allegations at issue in your case and review your specific defense options. But here are some general guidelines that may apply.
Treating the Syllabus as a Contract
Depending on the interpretation in local courts, it is often possible to treat a course syllabus, along with associated materials, as creating an implied contract between the student and the school. A school’s code of conduct can be treated similarly. Then the next step is to analyze the syllabus and accompanying written materials in detail. What do they require? What is specifically prohibited? Do they reference external materials?
Because of concerns about the use of generative AI, instructors often issue written prohibitions on its use. But those rules are often vague, particularly as the technology evolves. The lack of clarity in a syllabus leads to confusion and, in turn, accusations of misuse. However, an attorney can argue that the terms stated in the syllabus should be read according to a strict construction standard, as contract terms often are. When terms are ambiguous, they should be interpreted to favor the student accused of a violation.
When rules are not stated explicitly, students should not be punished for violating those rules. Doing so could be considered a violation of the student’s due process rights.
The Most Common Loopholes
The opportunities to defend allegations of AI cheating based on deficiencies in the syllabus fall into three main categories:
- Vague language. The terms and definitions are often imprecise. For instance, a syllabus might tell students not to use “unauthorized assistance” without explaining what it includes or how it relates to the use of artificial intelligence tools.
- Missing policies. In many cases, the syllabus or other policies and guidelines mention absolutely nothing about AI. Students are frequently penalized for AI use under other policies that are arguably not applicable.
- Arguably permissible use. Syllabuses and other course materials will often allow or even encourage the use of grammar and spelling checkers which use artificial intelligence. It is often possible to argue that a student’s use fell within permissible parameters or that permissible use was not well defined and not distinguishable from impermissible use.
In addition, there are frequently other gaps in the policies that can be exploited to defend against allegations of AI cheating.
Building a Defense Strategy
The most effective defense attorneys know that having a multi-faceted approach to defense provides greater security for clients accused of any type of wrongful conduct. While the defense strategy will be crafted around evidence and arguments, it must also be tailored to take full advantage of the procedural opportunities, which differ significantly from those in criminal or civil cases. If accusations of AI cheating are made informally, it may be possible to negotiate a positive outcome by presenting evidence and arguments. If accusations were followed by a formal complaint, then it will be necessary to analyze the opportunities available during that particular adjudication process, which will vary from school to school.
The strongest arguments in AI cheating cases often center on deficiencies in school policies or the class syllabus and on the unreliability of the method supposedly used to detect AI use. For arguments based on deficiencies in the instructions, it is helpful to closely review not only the syllabus and school code of conduct but also course announcements, emails, lecture slides, and other materials. In many cases, discrepancies in materials can be used to strengthen defense arguments.
The Right Legal Guidance Can Make a Huge Difference When Academic Integrity is Called into Question
If you have been accused of AI cheating, it is essential to take the matter seriously and not to simply accept the penalty that has been assessed. While the penalty might have only a minor effect on your record, being branded with the label of a “cheater” and having your academic integrity and diligence publicly attacked is not something you should accept without making serious efforts to defend your reputation. Once you accept a label, it can stay with you indefinitely, causing problems with future academic goals and career dreams, and even making people you know wonder whether they can trust you.
At Nesenoff & Miltenberg, we view student defense as a vitally important part of our practice because we know so much is at stake. If you or a member of your family has been accused of AI cheating or other misconduct in a school environment, we invite you to schedule a confidential consultation to learn more about your options for fighting back.