Image de couverture de livre

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

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Xue, Jieying, Nguyen, Phuong Minh, Nguyen, Ha Thanh, Zin, May Myo, Satoh, Ken
Format:	Preprint
Publié:	2026
Sujets:	Computation and Language Artificial Intelligence Machine Learning
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Data Augmented Pipeline for Legal Information Extraction and Reasoning
par: Phuong, Nguyen Minh, et autres
Publié: (2026)

Layer-of-Thoughts Prompting (LoT): Leveraging LLM-Based Retrieval with Constraint Hierarchies
par: Fungwacharakorn, Wachara, et autres
Publié: (2024)

Argumentative Reasoning with Language Models on Non-factorized Case Bases
par: Fungwacharakorn, Wachara, et autres
Publié: (2025)

KRAG Framework for Enhancing LLMs in the Legal Domain
par: Thanh, Nguyen Ha, et autres
Publié: (2024)

PYTHEN: A Flexible Framework for Legal Reasoning in Python
par: Nguyen, Ha-Thanh, et autres
Publié: (2026)

Can Legislation Be Made Machine-Readable in PROLEG?
par: Zin, May-Myo, et autres
Publié: (2026)

Multi-Agent Legal Verifier Systems for Data Transfer Planning
par: Nguyen, Ha-Thanh, et autres
Publié: (2025)

GPTs and Language Barrier: A Cross-Lingual Legal QA Examination
par: Nguyen, Ha-Thanh, et autres
Publié: (2024)

GDPR Auto-Formalization with AI Agents and Human Verification
par: Nguyen, Ha Thanh, et autres
Publié: (2026)

Enhancing Legal Document Retrieval: A Multi-Phase Approach with Large Language Models
par: Nguyen, Hai-Long, et autres
Publié: (2024)

FC-CONAN: An Exhaustively Paired Dataset for Robust Evaluation of Retrieval Systems
par: Junqueras, Juan, et autres
Publié: (2026)

JNLP at SemEval-2025 Task 11: Cross-Lingual Multi-Label Emotion Detection Using Generative Models
par: Xue, Jieying, et autres
Publié: (2025)

Balancing Exploration and Exploitation in LLM using Soft RLLF for Enhanced Negation Understanding
par: Nguyen, Ha-Thanh, et autres
Publié: (2024)

Improving Chain-of-Thought for Logical Reasoning via Attention-Aware Intervention
par: Phuong, Nguyen Minh, et autres
Publié: (2026)

JBE-QA: Japanese Bar Exam QA Dataset for Assessing Legal Domain Knowledge
par: Cao, Zhihan, et autres
Publié: (2025)

CAPTAIN at COLIEE 2023: Efficient Methods for Legal Information Retrieval and Entailment Tasks
par: Nguyen, Chau, et autres
Publié: (2024)

BiosERC: Integrating Biography Speakers Supported by LLMs for ERC Tasks
par: Xue, Jieying, et autres
Publié: (2024)

Exploiting LLMs' Reasoning Capability to Infer Implicit Concepts in Legal Information Retrieval
par: Nguyen, Hai-Long, et autres
Publié: (2024)

Employing Label Models on ChatGPT Answers Improves Legal Text Entailment Performance
par: Nguyen, Chau, et autres
Publié: (2024)

Revealing Algorithmic Deductive Circuits for Logical Reasoning
par: Nguyen, Phuong Minh, et autres
Publié: (2026)

Logic Rules as Explanations for Legal Case Retrieval
par: Sun, Zhongxiang, et autres
Publié: (2024)

Non-Interactive Symbolic-Aided Chain-of-Thought for Logical Reasoning
par: Nguyen, Phuong Minh, et autres
Publié: (2025)

VLQA: The First Comprehensive, Large, and High-Quality Vietnamese Dataset for Legal Question Answering
par: Nguyen, Tan-Minh, et autres
Publié: (2025)

VLSP 2023 -- LTER: A Summary of the Challenge on Legal Textual Entailment Recognition
par: Tran, Vu, et autres
Publié: (2024)

The Art of Camouflage: Few-Shot Learning for Animal Detection and Segmentation
par: Nguyen, Thanh-Danh, et autres
Publié: (2023)

NOWJ@COLIEE 2025: A Multi-stage Framework Integrating Embedding Models and Large Language Models for Legal Retrieval and Entailment
par: Nguyen, Hoang-Trung, et autres
Publié: (2025)

Boolean Variation and Boolean Logic BackPropagation
par: Nguyen, Van Minh
Publié: (2023)

Provably Improving Generalization of Few-Shot Models with Synthetic Data
par: Nguyen, Lan-Cuong, et autres
Publié: (2025)

Proceedings of the Second International Workshop on Next-Generation Language Models for Knowledge Representation and Reasoning (NeLaMKRR 2025)
par: Nguyen, Ha-Thanh, et autres
Publié: (2025)

Proceedings of the First International Workshop on Next-Generation Language Models for Knowledge Representation and Reasoning (NeLaMKRR 2024)
par: Satoh, Ken, et autres
Publié: (2024)

Harnessing Chemical Diversity to Disarm Bacterial Communication for 25 Years: Natural Products, Repurposed Drugs, Peptides, and Synthetic Quorum Sensing Inhibitors
par: Tung Truong‐Thanh, et autres
Publié: (2025)

Improving LLM Unlearning Robustness via Random Perturbations
par: Huu-Tien, Dang, et autres
Publié: (2025)

Unlocking Compositional Generalization in Continual Few-Shot Learning
par: Nguyen-Lam, Phu-Quy, et autres
Publié: (2026)

Existence of weak solutions to borderline double-phase problems with logarithmic convection term
par: Tran, Minh-Phuong, et autres
Publié: (2023)

A large scaling property of level sets for degenerate $p$-Laplacian equations with logarithmic BMO matrix weights
par: Nguyen, Thanh-Nhan, et autres
Publié: (2025)

Evaluation of Vietnam’s Current Legal Provisions on State Land Acquisition: Amending the Law to Combat Corruption and Promote Socioeconomic Development
par: Luan Nguyen Thanh
Publié: (2022)

VLegal-Bench: Cognitively Grounded Benchmark for Vietnamese Legal Reasoning of Large Language Models
par: Dong, Nguyen Tien, et autres
Publié: (2025)

Generalized knowledge-enhanced framework for biomedical entity and relation extraction
par: Nguyen, Minh, et autres
Publié: (2024)

Dynamic System Model to Assess the Impact of Factors on Green Total Factor Productivity: The Case of Vietnamese Manufacturing Firms in the Period 2012–2022
par: Minh Khac Nguyen, et autres
Publié: (2025)

Bridging Legal Interpretation and Formal Logic: Faithfulness, Assumption, and the Future of AI Legal Reasoning
par: Wang, Olivia Peiyu, et autres
Publié: (2026)