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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

Financial search is a highly demanding task for LLM agents, requiring not only a correct final answer but also temporally valid information retrieval, authoritative source selection, entity and period alignment, unit and definition consistency, and verifiable evidence for all conclusions. Existing benchmarks predominan...

Wen-Qing Wang, Hai-Tao Xiang, Xin-Yi Zhao et al. · 0 citations
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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