U.S. Judge Uses AI in Legal Interpretation Experiment

A federal judge turned to AI programs to interpret a key legal term in a man's appeal of his more than 11-year prison sentence, and despite being “spooked” by variances, concluded that the software could be a "valuable" tool.

  • A federal judge used AI to analyze a legal definition in an armed robbery case.

  • The AI experiment aimed to determine the ordinary meaning of " physically restrained," a key term in the case.

  • Slight variations in generated answers show AI programs' models could accurately predict the ordinary meaning of words, according to Judge Newsom.

A U.S. federal judge recently conducted an experiment using artificial intelligence to help resolve a legal dispute. More specifically, U.S. Circuit Judge Kevin Newsom turned to AI programs like ChatGPT to help him interpret the meaning of “physically restrained” in an armed robbery case, according to a Reuters report.

The judge detailed his research in a concurrence to an opinion by the Atlanta-based 11th U.S. Circuit Court of Appeals rejecting a defendant's appeal of his 11-year sentence for an armed robbery of a Florida convenience store.

Newsom's opinion follows the one written earlier this year, when he called for courts to use AI programs to help interpret words and phrases in contracts, regulations and other legal texts.

What the Case Is About

  • The defendant is Joseph Deleon, who was charged and found guilty of armed robbery and sentenced to 11 years in prison.

  • Deleon is believed to have walked into a store, pointed a gun at a cashier, demanded a register be emptied, and then left. 

  • The sentencing judge said that by doing so, Deleon "physically restrained" the cashier, even though he never touched the victim.

  • In his appeal, Deleon argued that the judge wrongly invoked an enhancement under the federal sentencing guidelines to his case that applies if a person was "physically restrained" to facilitate an armed robbery or an escape.

  • The Atlanta-based 11th U.S. Circuit Court of Appeals rejected his appeal, holding that that defendants physically restrain their victims if they create "circumstances allowing the persons no alternative but compliance."

The Judge’s Findings

  • Newsom agreed to the panel’s ruling in a separate concurring opinion where he also detailed his AI experiment.

  • As there is no dictionary definition for "physically restrained" as a combined phrase, Judge Newsome said he asked OpenAI's ChatGPT and two other generative AI programs what the phrase's ordinary meaning is.

  • The "humble little mini-experiment" revealed that the programs produced answers similar to an initial one ChatGPT generated, which said the phrase "refers to the act of limiting or preventing someone’s movement by using physical force or some kind of device."

  • Slight variations in the wording and length of the answers the programs produced emerged when asked the same question repeatedly, which initially "spooked" and "rocked" Judge Newsom.

  • The technical explanation, according to the judge, is that the slight variations "accurately reflect real people's everyday speech patterns," which shows AI programs' models could accurately predict the ordinary meaning of words.

Why This Matters

The results of the experiment, variations included, made Judge Newsom conclude that generative AI programs "may well serve a valuable auxiliary role as we aim to triangulate ordinary meaning."

The experiment also highlights the potential for gen AI technology to provide more support in legal interpretation. Though the judge emphasized that AI would not replace traditional legal reasoning, the experiment opens a door for more advanced technological integration in courtrooms.

Customer Stories

See how leading enterprise in-house teams have scaled smarter with Legal.io's high-caliber flex talent.

More from Legal.io


Jill Ratner to Take the Helm as GC at Sony Pictures Entertainment
Jill Ratner to Take the Helm as GC at Sony Pictures Entertainment

Jill Ratner, previously with Disney, has been named the new General Counsel for Sony Pictures Entertainment, succeeding Leah Weil.

May 01, 2024
Read More
Community Perspectives: Do most companies follow 'last in, first out' during layoffs?
Community Perspectives: Do most companies follow 'last in, first out' during layoffs?

In-house legal professionals talk about how they think layoffs are conducted within companies.

Jun 30, 2022
Read More
Community Spotlight: Jane Stahl, General Counsel at Shaw Industries
Community Spotlight: Jane Stahl, General Counsel at Shaw Industries

Join our host and CEO, Pieter Gunst, as he explores the career journey of Jane Stahl, General Counsel at Shaw Industries.

Mar 23, 2023
Read More
Legal.io Newsletter - July 2, 2021
Legal.io Newsletter - July 2, 2021

Published weekly on Friday, the Legal.io Newsletter covers the latest in legal, talent & tech.

Jul 02, 2021
Read More
Microsoft Elevates Cari Benn to Chief Privacy Officer Amid Growing Global Scrutiny

Microsoft promotes Cari Benn, an 18-year veteran, to chief privacy officer as global regulatory pressure on tech companies’ data and AI practices continues to mount.

Jun 13, 2025
Read More
Ready to hire?

Schedule a free consultation to discuss your hiring needs.

Free 15-min consultation
Legal.io Platform
5 star reviews
Hiring made smarter

Easy-to-use platform for hiring legal talent, managing spend, and optimizing your panel — plus an average savings of 50%.

Need Immediate Help?

Submit a hiring request and let our experts handle the entire process for you.