# Moneda CiteBench leaderboard

Whether the sources a system cites say what it claims. The system writes a short research note on a company, with sources, and every linked claim is checked against the page it links to.

## Moneda CiteBench: Factual share of linked claims % (higher is better, 1 model)

| Rank | Model | Provider | Score | Metric | Setting | Reported by | Source | URL | Date |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| 1 | Numa 1 | Moneda | 63.3 | Factual share of linked claims % | Experimental, not yet human-audited: 100 research notes, a weighted sample of claims judged by GPT-5.4 and Claude Sonnet 4.6 against the cited page. A 50-claim model audit found the judges strict (estimate about 80% if corrected). 72.5% of sentences carry no link. | Run by Moneda | Moneda run, 2026-11-02 | https://benchmarks.finance/method/ | 2 Nov 2026 |

Scores are never combined across benchmarks. Each row names its metric, source and date.

## About this benchmark

- Maker: Moneda (Germany)
- Year: 2026
- Use case: Financial Verifiability
- Size: 100 research notes (about 1,500 claims) on companies in the US, Europe and Latin America
- Public split: Yes, companies rotate each release
- Grading: An LLM judge checks each linked claim against the fetched source: factual, hallucinated (the source does not say it) or non-verifiable (dead or dynamic link). Two people blind-audit 15% of verdicts.
- Licence: Items CC BY 4.0, harness MIT
- Submission: Open harness at release
- Products allowed: Yes
- What it does not cover: Whether the note's conclusions are sound, and claims that carry no link at all beyond counting them.
- Status: Moneda Bench, first results coming
- Method: Each system gets the same plain retail prompt per company. Claims are split into numeric and descriptive. The judge is checked against people on a held-out set before the rubric is tuned, and we report agreement next to the scores. Below 0.7 agreement the board is labelled experimental and not ranked.
- Last checked: 1 Nov 2026
- Links: none recorded
- Directory page: https://benchmarks.finance/benchmarks/moneda-citebench/
- Leaderboard: https://benchmarks.finance/leaderboards/moneda-citebench/

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

Created and maintained by Moneda.