Local AI models tested on legal document review

The authors compare open generative models using ContractNLI and two NLI4Wills datasets. They report 81.2% accuracy for the best generative model, while zero-shot approaches do not surpass the supervised baseline on accuracy. The study is relevant to confidential workflows using local models. These benchmark results do not establish reliability for Serbian law; this is a research preprint, not a deployment guarantee.