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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

FinForge: Semi-Synthetic Financial Benchmark Generation

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

Published

January 11, 2026

Authors

Glenn Matlin, Akhil Theerthala, Avinash Gupta, JM Anirudh, Ricardo Castilla, Yee Man Ng, Sudheer Chava

Read on arXiv All Publications

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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