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This dataset consists of financial data collected from the Investopedia website and is transformed from unstructured to structured format using a novel technique, making it suitable for fine‑tuning embedding models. The generation process employs a self‑verification method to ensure that the generated question‑answer pairs are not hallucinated by LLMs. Each data point contains four fields: Topic, Title, Question, and Answer. The dataset is in English and released under the CC‑BY‑NC‑4.0 license.