activity
20242026
most citedLayer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies

1 citations · 1 across the 8 of their papers we have counts for

collaborators

9 papers

cs.AI2026

Structured Four-Stage Legal Translation: From Natural-Language Traffic Rules to PROLOG

May Myo Zin, Wachara Fungwacharakorn, Ken Satoh +1

Traffic regulations are written for human interpretation and therefore rely on shared background knowledge and flexible phrasing, which inherently introduce ambiguity, context depe…

cs.AI2026

Beyond Accuracy: A Dual-Judge Evaluation Protocol for Vision-Language Models in Legally Grounded Tasks

Su Myat Noe, Ha Thanh Nguyen, May Myo Zin +1

AI systems are increasingly evaluated for legally accountable settings, where correct outputs must also be justifiable against an applicable legal standard. Existing legal-AI bench…

cs.AI2026

GDPR Auto-Formalization with AI Agents and Human Verification

Ha Thanh Nguyen, Wachara Fungwacharakorn, Sabine Wehnert +6

We study the overall process of automatic formalization of GDPR provisions using large language models, within a human-in-the-loop verification framework. Rather than aiming for fu…

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.LO2025

Argumentative Reasoning with Language Models on Non-factorized Case Bases

Wachara Fungwacharakorn, May Myo Zin, Ha-Thanh Nguyen +2

In this paper, we investigate how language models can perform case-based reasoning (CBR) on non-factorized case bases. We introduce a novel framework, argumentative agentic models…

cs.CL2024★ 1 cited

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…