National University of Singapore, 6Estates, Asian Institute of Digital Finance, Hefei University of Technology, USTC (OpenFinArena), 2025
FinDeepResearch
Whether deep-research agents and LLMs can write a rigorous corporate financial analysis report that follows an expert-designed structure. Grading covers each analyst step: recognising data, calculating metrics, abstracting, and interpreting.
About this benchmark
- Size
- 64 listed companies, 8 markets, 4 languages, 15,808 grading items (247 per report)
- Public split
- Full set public on Hugging Face, including analytical-structure templates and expert-annotated reference reports
- Grading
- HisRubric hierarchical rubric judged by an LLM. Recognition/calculation items 1 mark, abstraction/interpretation items 2 marks; accuracy score out of 350, reported 0-100. Separate structure score
- Licence
- Apache-2.0 (data, HF); paper CC BY 4.0
- Submission
- open
- Products allowed
- Yes
- Latest version
- Paper v2 (2026-01-07); latest board entry 2026-03-23
- What it does not cover
- Report writing only; no spreadsheet or tool actions, trading or advice suitability
Results
10 modelsEach score shows who reported it: the benchmark's authors (quoted from their paper), the benchmark's official board, or Moneda (run with the benchmark's own grader and rules). We do not copy other aggregators.
FinDeepResearch Paper v2 (2026-01-07); latest board entry 2026-03-23
overall accuracy score (0-100), higher is better. 10 models.
Updated 23 Mar 2026
FinDeepResearch Paper v2 (2026-01-07); latest board entry 2026-03-23
overall accuracy score (0-100), higher is better. 10 models.
Updated 23 Mar 2026
- 1FinAgentTest41.9
- 2Gemini 3 Pro Deep Research38
- 3OpenAI o3-deep-research37.9
- 4grok-437.3
- 5Gemini 2.5 Pro36.2
- 6OpenAI GPT-533
- 7Gemini 3 Pro32.7
- 8Tongyi Deep Research32.1
- 9claude-sonnet-4.525.8
- 10Perplexity Sonar Deep Research24.7
| 1 | FinAgentTest | Not stated | 41.9 | Deep Research | OpenFinArena leaderboard Official board, 23 Mar 2026 |
|---|---|---|---|---|---|
| 2 | Gemini 3 Pro Deep Research | 38 | Deep Research | OpenFinArena leaderboard Official board, 30 Dec 2025 | |
| 3 | OpenAI o3-deep-research | OpenAI | 37.9 | Deep Research | OpenFinArena leaderboard Official board, 15 Oct 2025 |
| 4 | grok-4 | xAI | 37.3 | Deep Research | OpenFinArena leaderboard Official board, 15 Oct 2025 |
| 5 | Gemini 2.5 Pro | 36.2 | Deep Research | OpenFinArena leaderboard Official board, 15 Oct 2025 | |
| 6 | OpenAI GPT-5 | OpenAI | 33 | Thinking + Search | OpenFinArena leaderboard Official board, 15 Oct 2025 |
| 7 | Gemini 3 Pro | 32.7 | Thinking + Search | OpenFinArena leaderboard Official board, 30 Dec 2025 | |
| 8 | Tongyi Deep Research | Qwen | 32.1 | Deep Research | OpenFinArena leaderboard Official board, 15 Oct 2025 |
| 9 | claude-sonnet-4.5 | Anthropic | 25.8 | Thinking + Search | OpenFinArena leaderboard Official board, 15 Oct 2025 |
| 10 | Perplexity Sonar Deep Research | Perplexity | 24.7 | Deep Research | OpenFinArena leaderboard Official board, 15 Oct 2025 |
Papers and links
Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.