# Leaderboards

One board per benchmark. Each benchmark measures something different on its own scale, so scores are never merged across them.

## Benchmarks with scores

| Benchmark | Use case | Models | Leader | Metric | Latest source | Page |
| --- | --- | --- | --- | --- | --- | --- |
| AA-AnalystAgent | Financial spreadsheets and accounting | 3 | Gemini 3.7 Flash (High) (60) | pass^5 % | date not stated | https://benchmarks.finance/leaderboards/aa-analyst-agent/ |
| Advanced Financial Reasoning at Scale (CFA Level III evaluation) | Finance knowledge | 8 | o4-mini (79.1) | overall % (mean of MCQ and essay) | 22 Sept 2025 | https://benchmarks.finance/leaderboards/cfa-level-3-at-scale/ |
| Agent Market Arena (AMA) | Financial trading and portfolios | 10 | InvestorAgent / GPT-4.1 (40.8) | cumulative return % (TSLA) | 30 Oct 2025 | https://benchmarks.finance/leaderboards/agent-market-arena/ |
| AI-Trader | Financial trading and portfolios | 6 | MiniMax-M2 (9.6) | cumulative return % | 1 Dec 2025 | https://benchmarks.finance/leaderboards/ai-trader/ |
| APEX-Accounting | Financial spreadsheets and accounting | 10 | Gemini 4 Argon (71.5) | Mean Score (% criteria passed) | 1 Nov 2026 | https://benchmarks.finance/leaderboards/apex-accounting/ |
| BizFinBench | Finance knowledge | 10 | ChatGPT-o3 (73.9) | average score across 9 tasks | 26 May 2025 | https://benchmarks.finance/leaderboards/bizfinbench/ |
| BlueFin | Financial spreadsheets and accounting | 5 | GPT 5.5 (49.6) | criteria-weighted score % (overall) | May 2026 | https://benchmarks.finance/leaderboards/bluefin/ |
| CAIA (Crypto AI Agent Benchmark) | Live financial market data | 10 | gpt-5 (67.4) | accuracy % (majority vote, 5 runs) | 17 Jan 2026 | https://benchmarks.finance/leaderboards/caia/ |
| ClaimBench | Financial Verifiability | 10 | d1-ultra (100) | accuracy % | 23 Oct 2026 | https://benchmarks.finance/leaderboards/vals-claimbench/ |
| CorpFin v2 | Financial filings Q&A | 10 | Claude Opus 5 (73.2) | accuracy % | 12 Aug 2026 | https://benchmarks.finance/leaderboards/vals-corpfin-v2/ |
| Deep FinResearch Bench | Analyst Financial research | 4 | OpenAI (86) | overall factual claim rate % | 22 Apr 2026 | https://benchmarks.finance/leaderboards/deep-finresearch-bench/ |
| Excel Modeling Benchmark (EMB) | Financial spreadsheets and accounting | 10 | Claude Fable 5.1 (76.7) | accuracy % | 29 Oct 2026 | https://benchmarks.finance/leaderboards/vals-emb/ |
| FAITH | Financial Verifiability | 10 | Claude Sonnet 4 (95.6) | overall accuracy % | 24 Oct 2025 | https://benchmarks.finance/leaderboards/faith/ |
| Finance Agent Benchmark | Analyst Financial research | 11 | Numa 1 (public set) (80.2) | Partial Credit accuracy % | 29 Oct 2026 | https://benchmarks.finance/leaderboards/vals-finance-agent/ |
| FinanceBench | Financial filings Q&A | 5 | Numa 1 (67) | % correct, no filing given (150-question sample) | 2 Nov 2026 | https://benchmarks.finance/leaderboards/financebench/ |
| FinanceQA | Financial filings Q&A | 5 | o1 (0.487) | accuracy (total, 0-1) | 1 Nov 2026 | https://benchmarks.finance/leaderboards/afterquery-financeqa/ |
| Finch: Finance & Accounting Cowork Benchmark | Financial spreadsheets and accounting | 2 | GPT 5.1 Pro (38.4) | workflow pass rate % (human eval) | Apr 2026 | https://benchmarks.finance/leaderboards/finch/ |
| FinDeepResearch | Analyst Financial research | 10 | FinAgentTest (41.9) | overall accuracy score (0-100) | 23 Mar 2026 | https://benchmarks.finance/leaderboards/findeepresearch/ |
| FinLFQA | Financial Verifiability | 8 | GPT-4o (56.5) | evidence attribution F1 | 7 Oct 2025 | https://benchmarks.finance/leaderboards/finlfqa/ |
| FinResearchBench | Analyst Financial research | 8 | Gemini (76.6) | Final Score (0-100) | 20 Oct 2025 | https://benchmarks.finance/leaderboards/finresearchbench/ |
| FinSafetyBench | Financial advice and safety | 6 | LLaMA-3 (32.3) | attack success rate % (financial crimes, English) | 1 May 2026 | https://benchmarks.finance/leaderboards/finsafetybench/ |
| FinSearchComp | Live financial market data | 11 | grok-4 (68.9) | Global subset average accuracy % | 1 Nov 2026 | https://benchmarks.finance/leaderboards/finsearchcomp/ |
| FinTrust | Financial advice and safety | 11 | o4-mini (1) | safety harmfulness score (1-10, GPT-4.1 mini judge) | 17 Oct 2025 | https://benchmarks.finance/leaderboards/fintrust/ |
| FrontierFinance | Analyst Financial research | 10 | Samaya Sterling (58.9) | rubrics qualification rate % | 28 Oct 2026 | https://benchmarks.finance/leaderboards/samaya-frontierfinance/ |
| InvestorBench | Financial trading and portfolios | 10 | Qwen2.5-72B-Instruct (46.2) | cumulative return % | 24 Dec 2024 | https://benchmarks.finance/leaderboards/investorbench/ |
| IPO Finance Agent | Financial filings Q&A | 6 | GLM-5.2 (79.8) | mean rubric score % | 30 Jun 2026 | https://benchmarks.finance/leaderboards/ipo-finance-agent/ |
| K-FinHallu | Financial Verifiability | 10 | Gemini 2.5 Flash (0.860) | binary detection F1 | 28 May 2026 | https://benchmarks.finance/leaderboards/k-finhallu/ |
| KTD-Fin | Financial trading and portfolios | 10 | Qwen3.6-Plus (85.3) | total return % | 27 May 2026 | https://benchmarks.finance/leaderboards/ktd-fin/ |
| LiveTradeBench | Financial trading and portfolios | 10 | GPT-4.1 (6.3) | cumulative return % | 5 Nov 2025 | https://benchmarks.finance/leaderboards/livetradebench/ |
| Market-Bench | Financial trading and portfolios | 10 | grok-4 (443.2) | mean MAE | date not stated | https://benchmarks.finance/leaderboards/afterquery-market-bench/ |
| Moneda FilingsBench | Financial filings Q&A | 1 | Numa 1 (91.6) | % correct (private split) | 2 Nov 2026 | https://benchmarks.finance/leaderboards/moneda-filingsbench/ |
| Moneda PortfolioBench | Financial trading and portfolios | 1 | Numa 1 (96) | Portfolio tasks, % correct | 1 Nov 2026 | https://benchmarks.finance/leaderboards/moneda-portfoliobench/ |
| Open FinLLM Leaderboard | Finance knowledge | 10 | GPT-4o (46.0) | balanced score (mean of text/vision/audio averages) | 16 Apr 2026 | https://benchmarks.finance/leaderboards/open-finllm-leaderboard/ |
| PolyBench | Financial trading and portfolios | 7 | MiMo-V2-Flash (17.6) | Confidence-Weighted Return (CWR) % | 3 Apr 2026 | https://benchmarks.finance/leaderboards/polybench/ |
| PortBench | Financial trading and portfolios | 10 | GLM-5.1 (0.384) | CEPS (0-1) | 9 Oct 2026 | https://benchmarks.finance/leaderboards/portbench/ |
| PRBench Finance | Financial advice and safety | 10 | Muse Spark 1.3 (59.5) | weighted rubric score (0-100) | date not stated | https://benchmarks.finance/leaderboards/scale-prbench-finance/ |
| Reasoning Models Ace the CFA Exams (CFA mock-exam evaluation) | Finance knowledge | 6 | Gemini 3.0 Pro (97.6) | Level I accuracy % | 9 Dec 2025 | https://benchmarks.finance/leaderboards/cfa-reasoning-models-ace/ |
| StockBench | Financial trading and portfolios | 11 | Qwen3-235B-Think (2.5) | final return % | 2 Mar 2026 | https://benchmarks.finance/leaderboards/stockbench/ |
| Tax Agent Bench | Finance knowledge | 10 | Qwen 3.8 Max 0902 (49.7) | accuracy % (all-pass x citation factor) | 29 Oct 2026 | https://benchmarks.finance/leaderboards/vals-tax-agent-bench/ |
| Vals Finance Index | Analyst Financial research | 10 | Gemini 4 Carbon (66.3) | index accuracy % | 29 Oct 2026 | https://benchmarks.finance/leaderboards/vals-finance-index/ |

## First results coming

- Moneda AdviceBench, first results coming: https://benchmarks.finance/leaderboards/moneda-advicebench/
- Moneda CiteBench, first results coming: https://benchmarks.finance/leaderboards/moneda-citebench/
- Moneda GroundBench, first results coming: https://benchmarks.finance/leaderboards/moneda-groundbench/
- Moneda KnowledgeBench, first results coming: https://benchmarks.finance/leaderboards/moneda-knowledgebench/
- Moneda MarketBench, first results coming: https://benchmarks.finance/leaderboards/moneda-marketbench/

Source: https://benchmarks.finance/leaderboards/

Created and maintained by Moneda.
