# Moneda KnowledgeBench leaderboard

Whether a model knows finance: valuation, fixed income, accounting, derivatives, portfolio theory and market mechanics, plus whether it can explain a concept to a beginner.

First results coming. Every item is written fresh, not copied from exam sets or textbooks, and reviewed by a finance professional. An answer key is kept only when models from two different labs and the reviewer agree. The public file ships with a twin whose keys are randomised, so a model scoring well above the twin's ceiling has likely seen the file in training.
Scores are never combined across benchmarks. Each row names its metric, source and date.

## About this benchmark

- Maker: Moneda (Germany)
- Year: 2026
- Use case: Finance knowledge
- Size: 400 items: 300 multiple choice and numeric, 100 beginner explanations
- Public split: A public sample of about 1 item in 10 with a randomised-answer twin to detect training on it; the rest is a private test set, the only one ranked
- Grading: Code for multiple choice and numeric answers. A rubric for explanations (terms defined, numbers given context) with a readability score.
- Licence: Items CC BY 4.0, harness MIT
- Submission: Open harness at release
- Products allowed: No
- What it does not cover: Tool use, live data and judgement about a specific person's situation. Models only, no tools.
- Status: Moneda Bench, first results coming
- Method: Every item is written fresh, not copied from exam sets or textbooks, and reviewed by a finance professional. An answer key is kept only when models from two different labs and the reviewer agree. The public file ships with a twin whose keys are randomised, so a model scoring well above the twin's ceiling has likely seen the file in training.
- Last checked: 1 Nov 2026
- Links: none recorded
- Directory page: https://benchmarks.finance/benchmarks/moneda-knowledgebench/
- Leaderboard: https://benchmarks.finance/leaderboards/moneda-knowledgebench/

Source: https://benchmarks.finance/leaderboards/moneda-knowledgebench/

Created and maintained by Moneda.