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Law Professors Prefer AI Over Peer Answers

https://law.stanford.edu/wp-content/uploads/2026/06/salinas_...
chartreuse stead
  06/02/26
llm's are pretty good at legal stuff. thete's gonna be a flo...
medicated iridescent gunner
  06/02/26
...
Honey-headed Indecent Principal's Office
  06/02/26
I think filing fees will largely prevent that, but I agree t...
chartreuse stead
  06/02/26
a $500 filing fee isnt going to prevent normie litigation wh...
lascivious casino double fault
  06/02/26
Which LLMs? ChatGPT has been dead fucking wrong about multip...
arousing walnut locale weed whacker
  06/02/26
Hey, 1Ls, no need for office hours. Just ask AI.
chartreuse stead
  06/02/26
Law professors prefer JDs over LLMs, the study added.
lascivious casino double fault
  06/02/26
...
adventurous orchid lettuce kitty
  06/03/26
What "questions" could a law professor possibly ne...
passionate unholy abode friendly grandma
  06/02/26
...
Honey-headed Indecent Principal's Office
  06/02/26
...
adventurous orchid lettuce kitty
  06/03/26
This is a dumb study with a predictable result. They're ...
Amber locus
  06/02/26


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Date: June 2nd, 2026 5:12 PM
Author: chartreuse stead

https://law.stanford.edu/wp-content/uploads/2026/06/salinas_et_al.pdf

"Professors rated LLMs far higher than their peers (average win rate = 75.33%), with models performing similarly to the best instructor. LLM responses were also rarely flagged as harmful (3.53%, vs 12.06% for professors). Preferences for LLM answers were consistent across evaluators and reflected shared professional standards."

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911519)



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Date: June 2nd, 2026 5:32 PM
Author: medicated iridescent gunner

llm's are pretty good at legal stuff. thete's gonna be a flood of litigation as normies and proles realize a $20 claude subscription can produce at least as good of results as a $200/hr shitlaw attorney who doesn't return their calls.

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911539)



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Date: June 2nd, 2026 5:39 PM
Author: Honey-headed Indecent Principal's Office



(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911544)



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Date: June 2nd, 2026 5:40 PM
Author: chartreuse stead

I think filing fees will largely prevent that, but I agree that AI can do a pretty good job with basic drafting tasks. It can definitely analyze typical consumer dispute documents and create a competent complaint.

IME, the public AI tools aren't very good with legal research and citations, but a lot of cases don't require much of that. They also aren't particularly good with strategy and argument judgment. But competent drafting is typically more important than either of those for the normie litigation you're talking about.

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911546)



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Date: June 2nd, 2026 5:43 PM
Author: lascivious casino double fault

a $500 filing fee isnt going to prevent normie litigation where stakes are high enough, such as some prole homeowner vs. a house contractor over a $30k kitchen reno

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911551)



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Date: June 2nd, 2026 8:08 PM
Author: arousing walnut locale weed whacker

Which LLMs? ChatGPT has been dead fucking wrong about multiple legal questions I've asked it

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911904)



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Date: June 2nd, 2026 5:17 PM
Author: chartreuse stead

Hey, 1Ls, no need for office hours. Just ask AI.

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911521)



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Date: June 2nd, 2026 5:31 PM
Author: lascivious casino double fault

Law professors prefer JDs over LLMs, the study added.

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911536)



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Date: June 3rd, 2026 11:33 AM
Author: adventurous orchid lettuce kitty



(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49912733)



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Date: June 2nd, 2026 5:44 PM
Author: passionate unholy abode friendly grandma

What "questions" could a law professor possibly need the answer to? Should I go to Greece or Spain for my next sabbatical?

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911554)



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Date: June 2nd, 2026 5:49 PM
Author: Honey-headed Indecent Principal's Office



(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911563)



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Date: June 3rd, 2026 11:33 AM
Author: adventurous orchid lettuce kitty



(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49912734)



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Date: June 2nd, 2026 8:07 PM
Author: Amber locus

This is a dumb study with a predictable result.

They're essentially taking popular 1L cases taught first year law students, and asking professors and LLMs to explain them.

Predictably, the LLMS did better because they can just summarize the casebooks from the past 40 years in the most concise way.

But let's say we a ran a study, where we compared the explanations in the study guide vs the explanations of professors, and other professors chose the study guide 75% of the time. Would that be meaningful or surprising?

I wouldn't think so...

(http://www.autoadmit.com/thread.php?thread_id=5870655&forum_id=2ГѓЖ’#49911897)