Author

Si-Nuo Wang

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Jul 2026

GAUGE: Grading Agent-Built Financial Models Without a Golden Answer

GAUGE is introduced, a benchmark for evaluating agent-built valuation models against observed analyst practice rather than a single point answer, and current agents are substantially stronger at model construction than valuation judgment.

Jiacheng Lu, Si-Nuo Wang, Wentao Zhao et al. · arXiv.org · 1 citation

Jul 2026

FinResearchBench II: A Deep Research Benchmark with Consensus-Derived Gold Rubrics for Distinguishing Financial Report Quality

A scalable pipeline for generating high-quality rubrics without human experts in the final loop is proposed, which is naturally scalable for benchmark evaluation, automatic system comparison, and future studies of evaluation-driven system improvement.

Beidi Luan, Rui Sun, Si-Nuo Wang et al. · arXiv.org · 3 citations