3 papers
cs.DB2025
Unstructured Data Analysis using LLMs: A Comprehensive Benchmark
Qiyan Deng, Jianhui Li, Chengliang Chai +9
Nowadays, the explosion of unstructured data presents immense analytical value. Leveraging the remarkable capability of large language models (LLMs) in extracting attributes of str…
cs.LG2025
Graph-Guided Concept Selection for Efficient Retrieval-Augmented Generation
Ziyu Liu, Yijing Liu, Jianfei Yuan +4
Graph-based RAG constructs a knowledge graph (KG) from text chunks to enhance retrieval in Large Language Model (LLM)-based question answering. It is especially beneficial in domai…
cs.AI2025
The Art of Tool Interface Design
Yunnan Wu, Paul Chen, Deshank Baranwal +2
We present an agentic framework, Thinker, which achieves state of art performance in challenging reasoning tasks for realistic customer service scenarios that involve complex busin…