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

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

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.AI2025

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…

cs.AI2025

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…

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…

cs.CL2024

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…

cs.AI2024

An Argumentative Approach for Explaining Preemption in Soft-Constraint Based Norms

Wachara Fungwacharakorn, Kanae Tsushima, Hiroshi Hosobe +2

Although various aspects of soft-constraint based norms have been explored, it is still challenging to understand preemption. Preemption is a situation where higher-level norms ove…