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FinForge: Semi-Synthetic Financial Benchmark Generation

NLP
Finance
Benchmarks
A framework for semi-synthetic financial benchmark generation to enable rigorous and scalable evaluation of language models in finance.
Authors

Glenn Matlin

Akhil Theerthala

Avinash Gupta

JM Anirudh

Ricardo Castilla

Yee Man Ng

Sudheer Chava

Published

January 11, 2026

Publication Details

arXiv: 2601.06747

Abstract

FinForge introduces a framework for semi-synthetic financial benchmark generation, enabling the creation of rigorous and scalable evaluation benchmarks for language models in the financial domain. The approach combines authoritative financial data sources with synthetic generation techniques to produce high-quality evaluation datasets.

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