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Yu-Shiang Huang

3 accepted papers

2025

Financial Risk Relation Identification through Dual-view Adaptation

EMNLP 2025

A multitude of interconnected risk events—ranging from regulatory changes to geopolitical tensions—can trigger ripple effects across firms. Identifying inter-firm risk relations is thus crucial for applications like portfolio management and investment strategy. Traditionally, such assessments rely o

Cited by 0SourcePDFScholar
2025

SURF: A System to Unveil Explainable Risk Relations between Firms

NAACL 2025system demonstrations

Firm risk relations are crucial in financial applications, including hedging and portfolio construction. However, the complexity of extracting relevant information from financial reports poses significant challenges in quantifying these relations. To this end, we introduce SURF, a System to Unveil E…

Cited by 0SourcePDFScholar
2023

A Compare-and-contrast Multistage Pipeline for Uncovering Financial Signals in Financial Reports

ACL 2023long

In this paper, we address the challenge of discovering financial signals in narrative financial reports. As these documents are often lengthy and tend to blend routine information with new information, it is challenging for professionals to discern critical financial signals. To this end, we leverag…