AI Research
FormulaSPIN: Self-Play Fine-Tuning for Natural Language to Spreadsheet Formula Generation
Spreadsheet applications are used by hundreds of millions worldwide, yet writing formulas remains a significant barrier. Existing approaches rely on static supervised data, which quickly saturates on limited annotations. In this paper, we introduce FORMULASPIN, a self-play framew...
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ArXiv CS.AI
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ArXiv CS.AI
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This new self-play framework, FormulaSPIN, overcomes data limitations in training AI to generate spreadsheet formulas. By leveraging execution feedback, it learns to differentiate between semantically incorrect and stylistically varied but valid formulas, setting a new benchmark in the field.
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