GraphReader: A Graph-based AI Agent System Designed to Handle Long Texts by Structuring them into a Graph and Employing an Agent to Explore this Graph Autonomously

Researchers from Alibaba Group, The Chinese University of Hong Kong, Shanghai AI Laboratory, and the University of Manchester introduced ***GraphReader***, a robust graph-based agent system to tackle the challenges of long-context processing in LLMs. This innovative approach segments lengthy texts into discrete chunks, extracting and compressing essential information into key elements and atomic facts. These components are then used to construct a graph structure that effectively captures long-range dependencies and multi-hop relationships within the text. The agent autonomously explores this …

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