3 papers
cs.AI2026
Knowledge or Calculator? Decomposing the Skill Premium in Verifiable Financial Agent Workflows
Jermyn Zhen Yong Bek, Zhuang Qiang Bok, Zhongtian Sun
Financial AI agents must do more than retrieve facts: investment workflows require correct quantitative execution, reliable use of procedural resources, and auditable structured ou…
cs.AI2026
FinSkillBench: Evaluating AI Agents and Domain Skills for Investment Management
Jermyn Zhen Yong Bek, Zhuang Qiang Bok, Zhongtian Sun
Investment management is a high-stakes domain in which agentic AI systems must do more than generate plausible text. They must retrieve point-in-time data, assemble correct computa…
cs.AI2025
Reasoning Beyond the Obvious: Evaluating Divergent and Convergent Thinking in LLMs for Financial Scenarios
Zhuang Qiang Bok, Watson Wei Khong Chua
Most reasoning benchmarks for LLMs emphasize factual accuracy or step-by-step logic. In finance, however, professionals must not only converge on optimal decisions but also generat…