4 papers
LAURA: Knowledge Distillation for Interpretable Ambiguous Clause Identification in Legal Contracts
Amrita Singh, Aditya Joshi, Jiaojiao Jiang +1
Legal contracts contain ambiguities that expose enterprises to financial and legal risks. Some ambiguities allow flexible interpretation without triggering disputes, while others l…
LAUKIN: A Multi-jurisdictional Common Law Contract Dataset
Amrita Singh, Aditya Joshi, Jiaojiao Jiang +2
Multinational companies increasingly require cross-jurisdictional contract review, yet existing legal NLP datasets are largely restricted to a single jurisdiction. We introduce LAU…
Evaluating Customized vs. Generalist Transformer-based Models for Legal Contract Classification
Amrita Singh, H. Suhan Karaca, Aditya Joshi +2
Despite advances in legal NLP, no comprehensive evaluation of Transformer-based models customized for legal tasks (referred to as `legal-specific' models in this paper) exists for…
A Survey of Classification Tasks and Approaches for Legal Contracts
Amrita Singh, Aditya Joshi, Jiaojiao Jiang +1
Given the large size and volumes of contracts and their underlying inherent complexity, manual reviews become inefficient and prone to errors, creating a clear need for automation.…