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Shi-Liang Chang

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#natural language process... Preprint Sep 2026

FinFIRST: Benchmarking Search Agents for Financial Information Retrieval, Sourcing and Traceability

FinFIRST is the first financial benchmark to jointly evaluate answers and supporting evidence through atomic rubrics, retaining final-answer correctness as the primary objective while making the supporting research process measurable, verifiable, and diagnosable.

Wen-Qing Wang, Hai-Tao Xiang, Xin-Yi Zhao et al. · 1 citation
Open access Aug 2026

Artificial intelligence-driven financial risk assessment: A deep learning-based credit scoring method for manufacturing enterprises

Financial risk assessment for manufacturing enterprises supports credit-risk screening and early warning. Existing methods often fuse multi-period financial and industry information through concatenation, shared representations, or unrestricted interactions, making it difficult to separate meaningful disturbance–sensit...

Shi-Liang Chang · 0 citations

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