"SpreadsheetLLM Introduced to Optimize Large Language Models for Spreadsheets; Innovative Encoding Method Outperforms Existing Models by 25.6% in Table Detection Task, Achieves 78.9% F1 Score with SheetCompressor"

SpreadsheetLLM: Encoding Spreadsheets for Large Language Models

Authors:Yuzhang Tian, Jianbo Zhao, Haoyu Dong, Junyu Xiong, Shiyu Xia, Mengyu Zhou, Yun Lin, José Cambronero, Yeye He, Shi Han, Dongmei Zhang View PDF HTML (experimental) Abstract:Spreadsheets, with their extensive two-dimensional grids, various layouts, and diverse formatting options, present notable challenges for large language models (LLMs). In response, we introduce SpreadsheetLLM, pioneering an efficient encoding method designed to unleash and optimize LLMs' powerful understanding and reas...