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This paper introduces the workbook time machine, a pipeline that automatically creates benchmarks for evaluating language models on creating derived spreadsheet objects like formulas, charts, pivot tables, and conditional formatting. The authors produce WTM-Corpus and a curated 150-task benchmark WTM-Bench, then evaluate spreadsheet agents across artifact types, step complexity, and instruction granularity.