A Survey on Large Language Models with Multilingualism: Recent Advances and New Frontiers

K Huang, F Mo, H Li, Y Li, Y Zhang, W Yi, Y Mao… - arXiv preprint arXiv …, 2024 - arxiv.org
The rapid development of Large Language Models (LLMs) demonstrates remarkable
multilingual capabilities in natural language processing, attracting global attention in both …

Towards Supporting Legal Argumentation with NLP: Is More Data Really All You Need?

TYS Santosh, KD Ashley, K Atkinson… - arXiv preprint arXiv …, 2024 - arxiv.org
Modeling legal reasoning and argumentation justifying decisions in cases has always been
central to AI & Law, yet contemporary developments in legal NLP have increasingly focused …

Incorporating precedents for legal judgement prediction on european court of human rights cases

T Santosh, MH Elganayni, S Sójka… - arXiv preprint arXiv …, 2024 - arxiv.org
Inspired by the legal doctrine of stare decisis, which leverages precedents (prior cases) for
informed decision-making, we explore methods to integrate them into LJP models. To …

The Craft of Selective Prediction: Towards Reliable Case Outcome Classification--An Empirical Study on European Court of Human Rights Cases

T Santosh, I Chowdhury, S Xu, M Grabmair - arXiv preprint arXiv …, 2024 - arxiv.org
In high-stakes decision-making tasks within legal NLP, such as Case Outcome Classification
(COC), quantifying a model's predictive confidence is crucial. Confidence estimation …