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benchmark evaluation 1financial nlp 1measurement risk 1metric selection 1rubric sensitivity 1

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cs.AI2026

Measurement Risk in Supervised Financial NLP: Rubric and Metric Sensitivity on JF-ICR

Sidi Chang, Peiying Zhu, Yuxiao Chen +1

The paper investigates how the wording of evaluation rubrics and the choice of metrics affect the reliability of supervised financial NLP benchmarks, using a Japanese implicit‑comm…