3 papers
cs.IR2026
Architecture Matters More Than Scale: A Comparative Study of Retrieval and Memory Augmentation for Financial QA Under SME Compute Constraints
Jianan Liu, Jing Yang, Xianyou Li +4
The rapid adoption of artificial intelligence (AI) and large language models (LLMs) is transforming financial analytics by enabling natural language interfaces for reporting, decis…
cs.CL2025
Legal Document Summarization: Enhancing Judicial Efficiency through Automation Detection
Yongjie Li, Ruilin Nong, Jianan Liu +1
Legal document summarization represents a significant advancement towards improving judicial efficiency through the automation of key information detection. Our approach leverages…
cs.CY2025
Adaptive Learning Systems: Personalized Curriculum Design Using LLM-Powered Analytics
Yongjie Li, Ruilin Nong, Jianan Liu +1
Large language models (LLMs) are revolutionizing the field of education by enabling personalized learning experiences tailored to individual student needs. In this paper, we introd…