Eventually, the Steam Drill Always Wins: "Law Professors Prefer AI Over Peer Answers"
A study involving sixteen U.S. law professors evaluated the effectiveness of AI-generated answers compared to peer responses in contracts courses. The results showed that LLMs were rated significantly higher than human responses, with an average win rate of 75.33%. The findings suggest that LLMs not only meet but often exceed professional standards in legal education.
- ▪Sixteen contracts professors from fourteen U.S. law schools participated in the study.
- ▪LLMs received an average win rate of 75.33% compared to their human counterparts.
- ▪Harmfulness rates for LLM responses were low, with only 3.53% flagged as harmful.
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| Original publisher | Reason.com |
| Canonical URL | https://reason.com/volokh/2026/06/02/eventually-the-steam-drill-always-wins-law-professors-prefer-ai-over-peer-answers/ |
| Publication time | Tue, 02 Jun 2026 18:03:21 +0000 |
| Retrieval time | 2026-06-02T18:08:25.496Z |
| Last seen | 2026-06-02T18:08:25.496Z |
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| Cluster | slTgZc977l94 |
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Opening excerpt (first ~120 words) tap to expand
Artificial Intelligence Eventually, the Steam Drill Always Wins: "Law Professors Prefer AI Over Peer Answers" Eugene Volokh | 6.2.2026 2:03 PM <img fetchpriority="high" decoding="async" class="size-large wp-image-8378801" src="https://d2eehagpk5cl65.cloudfront.net/img/q60/uploads/2026/04/Bradypus_tridactylus_skull1-1024x589.jpg" alt="" width="1024" height="589" srcset="https://d2eehagpk5cl65.cloudfront.net/img/q60/uploads/2026/04/Bradypus_tridactylus_skull1-1024x589.jpg 1024w, https://d2eehagpk5cl65.cloudfront.net/img/q60/uploads/2026/04/Bradypus_tridactylus_skull1-300x173.jpg 300w, https://d2eehagpk5cl65.cloudfront.net/img/q60/uploads/2026/04/Bradypus_tridactylus_skull1-768x442.jpg 768w, https://d2eehagpk5cl65.cloudfront.net/img/q60/uploads/2026/04/Bradypus_tridactylus_skull1.jpg 1100w"…
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