Leaderboard
Deep FinResearch Bench
Scores equity research reports from deep-research agents against professional analyst reports on three axes: qualitative rigour, forecast and valuation accuracy (SMAPE, target-price hit rate, recommendation direction), and how credible and verifiable each claim is.
Best reported
86
OpenAI
overall factual claim rate %
22 Apr 2026
Deep FinResearch Bench arXiv v1 (2026-04-22)
overall factual claim rate %, higher is better. 4 models.
Updated 22 Apr 2026
- OpenAI86
- Perplexity75.6
- Gemini69.6
- Grok53.2
Deep FinResearch Bench arXiv v1 (2026-04-22)
overall factual claim rate %, higher is better. 4 models.
Updated 22 Apr 2026
- 1OpenAI86
- 2Perplexity75.6
- 3Gemini69.6
- 4Grok53.2
| 1 | OpenAI | OpenAI | 86 | OpenAI DR (GPT-o3), Firm A-structured reports | Paper Table 7 Reported by the authors, 22 Apr 2026 |
|---|---|---|---|---|---|
| 2 | Perplexity | Perplexity | 75.6 | Perplexity DR (Sonar Reasoning), Firm A-structured reports | Paper Table 7 Reported by the authors, 22 Apr 2026 |
| 3 | Gemini | 69.6 | Gemini DR (Gemini 2.5 Pro), Firm A-structured reports | Paper Table 7 Reported by the authors, 22 Apr 2026 | |
| 4 | Grok | xAI | 53.2 | Grok DR (Grok 4), Firm A-structured reports | Paper Table 7 Reported by the authors, 22 Apr 2026 |
Deep FinResearch Bench arXiv v1 (2026-04-22)
qualitative overall (1-4, GPT-5 judge), higher is better. 4 models.
Updated 22 Apr 2026
- Gemini2.3
- Perplexity2.1
- Grok2.0
- OpenAI2.0
Deep FinResearch Bench arXiv v1 (2026-04-22)
qualitative overall (1-4, GPT-5 judge), higher is better. 4 models.
Updated 22 Apr 2026
- 1Gemini2.3
- 2Perplexity2.1
- 3Grok2.0
- 3OpenAI2.0
| 1 | Gemini | 2.3 | Default | Paper Table 3 Reported by the authors, 22 Apr 2026 | |
|---|---|---|---|---|---|
| 2 | Perplexity | Perplexity | 2.1 | Default | Paper Table 3 Reported by the authors, 22 Apr 2026 |
| 3 | Grok | xAI | 2.0 | Default | Paper Table 3 Reported by the authors, 22 Apr 2026 |
| 3 | OpenAI | OpenAI | 2.0 | Default | Paper Table 3 Reported by the authors, 22 Apr 2026 |