Mostapha Benhenda, 2026
IPO Finance Agent
IPO due-diligence questions on recent S-1 filings, answered by a tool-using agent with web search and EDGAR access (forked from Vals AI's Finance Agent v2 harness).
About this benchmark
- Size
- 1,000 questions
- Public split
- 70 questions on the SpaceX (SPCX) S-1. The rest, on further S-1s across sectors, are private.
- Grading
- Mean rubric score from 0 to 1 per question, with partial credit. Rubrics come from an automated generator and each is reviewed by a human expert.
- Licence
- MIT (code, per GitHub repo)
- Submission
- Not stated
- Products allowed
- Not stated
- Latest version
- arXiv v3 (2026-06-30)
- What it does not cover
- Only S-1/IPO filings. Public results cover one company. No live market data or advice quality.
Results
6 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.
IPO Finance Agent arXiv v3 (2026-06-30)
mean rubric score %, higher is better. 6 models.
Updated 30 Jun 2026
- GLM-5.279.8
- GLM-5.179.7
- Qwen 3.7 Max78.9
- MiMo-2.5 Pro77.2
- Kimi K2.668
- Nemotron 3 Ultra45.5
IPO Finance Agent arXiv v3 (2026-06-30)
mean rubric score %, higher is better. 6 models.
Updated 30 Jun 2026
- 1GLM-5.279.8
- 2GLM-5.179.7
- 3Qwen 3.7 Max78.9
- 4MiMo-2.5 Pro77.2
- 5Kimi K2.668
- 6Nemotron 3 Ultra45.5
| 1 | GLM-5.2 | Zhipu AI | 79.8 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
|---|---|---|---|---|---|
| 2 | GLM-5.1 | Zhipu AI | 79.7 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
| 3 | Qwen 3.7 Max | Qwen | 78.9 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
| 4 | MiMo-2.5 Pro | Xiaomi | 77.2 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
| 5 | Kimi K2.6 | Moonshot AI | 68 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
| 6 | Nemotron 3 Ultra | NVIDIA | 45.5 | public SpaceX set (n=70), agent harness | Paper Table 1 Reported by the authors, 30 Jun 2026 |
Papers and links
Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.