5 papers
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…
Multi-Agent Legal Verifier Systems for Data Transfer Planning
Ha-Thanh Nguyen, Wachara Fungwacharakorn, Ken Satoh
Legal compliance in AI-driven data transfer planning is becoming increasingly critical under stringent privacy regulations such as the Japanese Act on the Protection of Personal In…
An Argumentative Explanation Framework for Generalized Reason Model with Inconsistent Precedents
Wachara Fungwacharakorn, Gauvain Bourgne, Ken Satoh
Precedential constraint is one foundation of case-based reasoning in AI and Law. It generally assumes that the underlying set of precedents must be consistent. To relax this assump…
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…
KRAG Framework for Enhancing LLMs in the Legal Domain
Nguyen Ha Thanh, Ken Satoh
This paper introduces Knowledge Representation Augmented Generation (KRAG), a novel framework designed to enhance the capabilities of Large Language Models (LLMs) within domain-spe…