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The Unreasonable Effectiveness Of Large Language Models In Zero-Shot Semantic Annotation Of Legal Texts, Jaromir Savelka, Kevin D. Ashley Nov 2023

The Unreasonable Effectiveness Of Large Language Models In Zero-Shot Semantic Annotation Of Legal Texts, Jaromir Savelka, Kevin D. Ashley

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The emergence of ChatGPT has sensitized the general public, including the legal profession, to large language models' (LLMs) potential uses (e.g., document drafting, question answering, and summarization). Although recent studies have shown how well the technology performs in diverse semantic annotation tasks focused on legal texts, an influx of newer, more capable (GPT-4) or cost-effective (GPT-3.5-turbo) models requires another analysis. This paper addresses recent developments in the ability of LLMs to semantically annotate legal texts in zero-shot learning settings. Given the transition to mature generative AI systems, we examine the performance of GPT-4 and GPT-3.5-turbo(-16k), comparing it to the previous …


Global Issues In A Globalized World: The Unescapable Dialogue Between SharīʿA And The Constitution, Paolo Davide Farah Jan 2023

Global Issues In A Globalized World: The Unescapable Dialogue Between SharīʿA And The Constitution, Paolo Davide Farah

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In an increasingly globalized world, a world in flux, which is constantly subject to rapid circulation of information, change is a dimension that we all experience in our lives with ever increasing frequency. Change, be it that of customs and fashion or that of laws and systems of government, is something which now seems impossible to escape. Change is an integral part of our unstable contemporaneity.

This is not only a continuous change but also a rapid one. In such a social and political environment, at a global and local level, it is more and more difficult to find a …