Author

Minkyu Kim

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#artificial intelligence Review Sep 2026

FinAutoRubric: Expert-Guided Automatic Rubric Generation for Evaluating Financial Research Agents

Evaluating finance research agents requires rubrics that reflect expert standards and fix the values correct as of an information cutoff. Expert-reviewed finance benchmarks rely on fixed, per-item rubrics, which are costly to extend and cannot encode each institution's own standard. In FinAutoRubric, experts specify re...

Hoyoung Lee, Suyeol Yun, J. Haverty et al. · 0 citations

#artificial intelligence Jun 2026

When Summaries Distort Decisions: Information Fidelity in LLM-Compressed Financial Analysis

Across financial filings and earnings-call transcripts, it is found that LLM-based compression can produce fluent and factually plausible compressed contexts that nevertheless alter downstream decisions, suggesting that financial compression should be evaluated not only by efficiency or factuality, but also by its abil...

Hoyoung Lee, Suhwan Park, Seung-Han Lee et al. · arXiv.org · 3 citations