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20242026
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cs.CL2026

Legal2LogicICL: Improving Generalization in Transforming Legal Cases to Logical Formulas via Diverse Few-Shot Learning

Jieying Xue, Phuong Minh Nguyen, Ha Thanh Nguyen +2

This work aims to improve the generalization of logic-based legal reasoning systems by integrating recent advances in NLP with legal-domain adaptive few-shot learning techniques us…

cs.CL2026

Data Augmented Pipeline for Legal Information Extraction and Reasoning

Nguyen Minh Phuong, Ha-Thanh Nguyen, May Myo Zin +1

In this paper, we propose a pipeline leveraging Large Language Models (LLMs) for data augmentation in Information Extraction tasks within the legal domain. The proposed method is b…

cs.CL2026

Can Legislation Be Made Machine-Readable in PROLEG?

May-Myo Zin, Sabine Wehnert, Yuntao Kong +7

The anticipated positive social impact of regulatory processes requires both the accuracy and efficiency of their application. Modern artificial intelligence technologies, includin…

cs.CL2026

FC-CONAN: An Exhaustively Paired Dataset for Robust Evaluation of Retrieval Systems

Juan Junqueras, Florian Boudin, May-Myo Zin +5

Hate speech (HS) is a critical issue in online discourse, and one promising strategy to counter it is through the use of counter-narratives (CNs). Datasets linking HS with CNs are…

cs.CL2024

Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies

Wachara Fungwacharakorn, Nguyen Ha Thanh, May Myo Zin +1

This paper presents a novel approach termed Layer-of-Thoughts Prompting (LoT), which utilizes constraint hierarchies to filter and refine candidate responses to a given query. By i…