This dataset contains pairs of prompts and completions for updating dated market-research notes using only supplied evidence. Each entry includes specific financial data points, such as historical actuals or analyst forecasts, and a corresponding response that strictly separates observed results from forward-looking claims. The completions emphasize causal limitations, preserve… See the full description on the dataset page: https://huggingface.co/datasets/huyxdang/adaption-final.