AI RESEARCH
Noise-Robust Financial Numerical Entity Attribute Tagging
arXiv CS.AI
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ArXi:2605.24910v1 Announce Type: new Financial Numerical Entity (FNE) understanding aims to recover the meaning of numerical mentions in financial reports. Existing studies primarily focus on concept name prediction and face two important limitations. First, labels derived from inline XBRL may contain errors because filings are usually prepared manually. Second, other important FNE attributes, such as reporting-time relation, measurement scale, and accounting sign, are less emphasized.