LegalBench: Prototyping a Collaborative Benchmark for Legal Reasoning

Guha, Neel, Ho, Daniel E., Nyarko, Julian, Ré, Christopher

arXiv.org Artificial Intelligence 

Advances in language modeling are changing how American lawyers and administrators envision the practice of law [13]. In transactional settings, computational language tools are already being used in document review [18], and have illustrated promise for more sophisticated tasks like due diligence [4]. In administrative and civil settings [12, 14], many have identified the potential for computational tools to improve the accessibility of legal services [10, 26, 27, 30], thereby alleviating the United States' long standing access-to-justice crisis [8]. Unsurprisingly, the high risk nature of these tools--and their position in society--has inspired calls for better, law specific evaluation and auditing regimes [11]. The potential for impactful computational legal language tools has been magnified by the development of language Foundation Models (FM)--large scale models trained on massive corpora of text [2].

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