Excel-lent, Smithers, have we fired accounting yet?
Researchers at Microsoft have developed a framework designed to make it easier for large language models to analyze the content of spreadsheets and perform data management and analysis tasks, because why not?published on open-access repository arXiv, the Redmond team explains that the format of spreadsheets creates some significant challenge for LLMs.
In order to solve this conundrum, the research team had to develop yet another framework called SheetCompressor to compress the data. This is comprised of a few separate modules: one to analyze the spreadsheet structure and discard anything outside of a table; another to translate to a more efficient data representation; and a third to aggregate data.
Fine-tuning of various LLMs to enhance spreadsheet understanding could also potentially transform spreadsheet data management and analysis tasks, paving the way for more intelligent and efficient user interactions, the paper says.
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