Conceptual Questions in Developing Expert-Annotated Data
PROCEEDINGS OF THE 19TH INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND LAW, ICAIL 2023(2023)
摘要
In this paper, we argue that nuanced expert annotation often requires a significant rethinking of the traditional paradigms of data annotation. In a small pilot study, we find that even the most highly trained experts demonstrate significant heterogeneity in their evaluation of the document-level coherence of bespoke contracts. The outcomes of our study provide preliminary considerations of how paradigms of document annotation should fully utilize expert annotations in bespoke contexts.
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关键词
data annotation paradigms,large language models,contract review,domain expertise,legal NLP
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