by Baozhong Yang, Jialin Qian, Manish Jha, Michael Weber
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Suggested foundations for text and language models in finance. Specialist prerequisites vary by paper.
Understand how text is converted into numerical inputs.
Check whether labels measure the financial construct of interest.
Test whether a text-derived signal survives an honest financial evaluation.
Measure agreement when constructing or checking labels.