AIOct 22, 2025

ChatGPT Unveils Its Limits: Principles of Law Deliver Checkmate

arXiv:2510.19261v1h-index: 10
Originality Synthesis-oriented
AI Analysis

This highlights a critical limitation of AI in legal tasks, such as document analysis, which could impact legal professionals and AI developers, though it is incremental in assessing existing models.

The study examined ChatGPT's performance in the legal domain, specifically in extracting key passages from legal decisions based on principles of law, and found that it fails to assemble knowledge and reason comprehensively, revealing a major limitation compared to a baseline using regular expressions.

This study examines the performance of ChatGPT with an experiment in the legal domain. We compare the outcome with it a baseline using regular expressions (Regex), rather than focusing solely on the assessment against human performance. The study reveals that even if ChatGPT has access to the necessary knowledge and competencies, it is unable to assemble them, reason through, in a way that leads to an exhaustive result. This unveils a major limitation of ChatGPT. Intelligence encompasses the ability to break down complex issues and address them according to multiple required competencies, providing a unified and comprehensive solution. In the legal domain, one of the most crucial tasks is reading legal decisions and extracting key passages condensed from principles of law (PoLs), which are then incorporated into subsequent rulings by judges or defense documents by lawyers. In performing this task, artificial intelligence lacks an all-encompassing understanding and reasoning, which makes it inherently limited. Genuine intelligence, remains a uniquely human trait, at least in this particular field.

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