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Eye on AI Weekly Research Watch · August 20 · 2 min

SheetCompass: Hierarchical Relation Graphs for Agentic Spreadsheet Reasoning

Spreadsheets pack in complex, spatial, and cross-referential structure that gets destroyed when LLMs flatten them into plain text, crippling automated analysis. SheetCompass instead builds explicit relation graphs capturing structural links within and across worksheets, paired with a memory system that keeps relevant context available to reasoning agents. This lets AI agents navigate spreadsheets more like human analysts do --- spatially and relationally. Applications include automated financial modeling, business intelligence tools, spreadsheet auditing, and any enterprise workflow where AI agents need to reliably interpret and manipulate real-world Excel files. Authors: Panjing He, Mingyue Cheng, Yucong Luo, Li Li, Xiaohan Zhang Paper: https://arxiv.org/abs/2608.14452v1

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Spreadsheets pack in complex, spatial, and cross-referential structure that gets destroyed when LLMs flatten them into plain text, crippling automated analysis. SheetCompass instead builds explicit relation graphs capturing structural links within and across worksheets, paired with a memory system that keeps relevant context available to reasoning agents. This lets AI agents navigate spreadsheets more like human analysts do --- spatially and relationally. Applications include automated financial modeling, business intelligence tools, spreadsheet auditing, and any enterprise workflow where AI agents need to reliably interpret and manipulate real-world Excel files.

Authors: Panjing He, Mingyue Cheng, Yucong Luo, Li Li, Xiaohan Zhang

Paper: https://arxiv.org/abs/2608.14452v1

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