Graduate Researchers & AI: Navigating the Fine Line Between Tool and Plagiarism
| | Student Rights
In the realm of graduate research, artificial intelligence is almost a Jekyll and Hyde presence. When used responsibly, AI can be a time-saving tool. When used inappropriately, it can become a monster that destroys credibility. Fear of the monster created by misuse can lead to hysteria that wrongfully condemns even appropriate uses.
How can researchers navigate this academic minefield? Documentation and meticulous adherence to policy standards are sometimes sufficient, but despite their best efforts, graduate researchers are often falsely accused of misusing AI. The professional consequences can be life-changing. In addition to loss of funding, expulsion, and other campus penalties, the damage to a graduate researcher’s reputation can ruin career prospects. Once academic integrity is called into question, it can be impossible to repair the damage.
For that reason alone, any time accusations arise about the misuse of AI, a graduate student needs to defend the accusations vigorously and effectively. An experienced academic defense attorney can provide guidance and representation that protects career prospects and preserves reputation. While the assistance of an attorney is obviously vital to succeed with any challenges that have to be made in court, working with an attorney right from the start can help put a stop to allegations long before the stage where litigation becomes necessary.
AI as a Solid Research Tool
There are many situations where AI can serve as a useful tool to aid in research. However, it is essential to review the guidelines of an institution regarding the use of AI or other tools rather than to make assumptions about what is allowed and what is not. When in doubt about whether a use is permissible by a school or department, ask specific questions in writing and get answers in writing. These can be used later to defend your position if a use is later deemed to be inappropriate.
Some uses of AI that are often acceptable include:
- Organizing sets of data
- Drafting outlines
- Summarizing information
- Identifying gaps in information
- Improving grammar or clarity of language
Of course, it is important to be aware that artificial intelligence is not perfect intelligence. Interpretations generated by AI can sometimes be the complete opposite of what a document is actually purporting to say. AI can also take information out of context, missing critical restrictions that limit or even negate the meaning. Tasks performed by AI need to be reviewed closely for accuracy because ultimately, the human researcher is responsible for the results.
When AI Use Crosses the Line into Plagiarism or Negligence
Many researchers view the use of AI as similar to the service provided by a paid assistant. The researcher should be supervising and checking the work, but the researcher cannot claim to have prepared the work. To avoid findings of plagiarism or other rule violations, any ideas or text generated by AI should not be presented as the researcher’s own original work. At the very least, it requires attribution.
Use of AI is sometimes compared to the use of a ghost writer. Some school policies reflect this, and they have established definitions of plagiarism that include AI entities along with humans in their rules.
Some of the most embarrassing mistakes that cause long-term damage to reputation are those that involve AI “hallucinations.” Researchers and other professionals have cited to and quoted from works that never existed in the real world but were created in the “mind” of the AI program.
It is essential to determine where AI has mined information and to check the source for validity and trustworthiness. In addition, it is important to ensure that information accessed by AI is not protected by privacy laws or other restrictions.
AI Detection Tools Can Invent Violations
It can be hard for academics to detect AI use, both because of the skills required to detect it and because of the time and effort required to analyze text. So, schools frequently rely on their own forms of artificial intelligence to determine whether work involves unauthorized AI use. They use AI detection tools geared toward the academic market, such as Turnitin, Winston AI, and GPTZero, to assess whether work violates AI policies. There is a certain logic to believing that AI tools are well able to detect the use of other AI tools.
However, the detection software has proven to be inaccurate far too often. In particular, students who learned English as a second language are often flagged for violations that are nonexistent. Similarly, students writing in academic fields where discussions are conducted in stylized language are also falsely accused of using AI to generate content.
Once a graduate student has been accused of inappropriate AI use, it can be challenging to prove that it did not occur. Persuasively proving the absence of something is a difficult task, but it is one that student defense attorneys practice on a regular basis. In AI cases, attorneys frequently work with experts who can analyze and explain what is revealed by language patterns, metadata, search history, and software analysis.
When Prevention Fails, Don’t Wait to Address Problems
It is always better to take steps to prevent a problem rather than to try to fix it and limit the damage afterwards. Discussing AI rules early on and keeping meticulous records of those rules, as well as the evolution of the research thought process, can help avoid accusations of AI misconduct.
However, if an accusation is made, it is wise to address it promptly and effectively. Trying to resolve the issue without guidance from a student defense attorney can prove to be a costly mistake. The academic disciplinary process can move quickly, and students accused of violations can find themselves adjudicated of wrongdoing before they have had a chance to understand their rights, let alone to defend them.
Advisors provided by the school are usually not prepared to help with defense, and information shared with advisors can be turned against you. Information discussed with your attorney, on the other hand, remains privileged. Moreover, the advisors are keenly aware that they work for the school, whereas your attorney is solely dedicated to protecting your interests.
At Nesenoff & Miltenberg, we have practiced student defense for decades in schools around the country, so we know how to protect students accused of all forms of academic wrongdoing. To learn more about the assistance and advocacy we could provide in your situation, call us at 212-736-4500 or contact us online to schedule a confidential consultation.