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Re:LLMs Are Bad Judges. So Use Our Classifier Instead by Taikonerd on Monday September 29, 2025 @08:26AM (#45412836)
I was worried about explainability, too. If the classifier just spat out "INNOCENT" or "GUILTY," it would be useless -- the legal reasoning has to be part of the output.

Looking at the paper, the classifier definitely does output its reasoning:

"The legal issue at hand is whether the 50/50 royalty split in the 1961 contract binds only pre-existing affiliates or if it also includes affiliates that come into being after the agreement..."

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