Sichuan University, 2026
PolyBench
LLM forecasting and trading on Polymarket binary markets. Each point-in-time snapshot gives the model the order book and live news, and its trades are executed against the simulated order book.
Best reported
17.6
MiMo-V2-FlashXiaomi
Confidence-Weighted Return (CWR) %
Reported by the authors, 3 Apr 2026
About this benchmark
- Size
- 38,666 binary markets across 4,997 events; 36,165 predictions from 7 models (2026-02-06 to 2026-02-12)
- Public split
- Pipeline code on GitHub; dataset via a OneDrive link in the README
- Grading
- Directional accuracy, Confidence-Weighted Return (CWR), APY and Sharpe from simulated order-book execution
- Licence
- Not stated
- Submission
- none
- Products allowed
- Not stated
- Latest version
- arXiv v1 (2026-04-03)
- What it does not cover
- Equities and other asset markets; the evaluation window is one week
Results
7 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.
PolyBench arXiv v1 (2026-04-03)
Confidence-Weighted Return (CWR) %, higher is better. 7 models.
Updated 3 Apr 2026
- MiMo-V2-Flash17.6
- Gemini-3-Flash6.2
- Trinity-Large-9.2
- deepseek-v3.2-11.4
- Grok-4.1-Fast-12.1
- GPT-OSS 120B-17.8
- MiniMax-M2.5-25.2
PolyBench arXiv v1 (2026-04-03)
Confidence-Weighted Return (CWR) %, higher is better. 7 models.
Updated 3 Apr 2026
- 1MiMo-V2-Flash17.6
- 2Gemini-3-Flash6.2
- 3Trinity-Large-9.2
- 4deepseek-v3.2-11.4
- 5Grok-4.1-Fast-12.1
- 6GPT-OSS 120B-17.8
- 7MiniMax-M2.5-25.2
| 1 | MiMo-V2-Flash | Xiaomi | 17.6 | base lot $10, 2026-02-06 to 2026-02-12 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
|---|---|---|---|---|---|
| 2 | Gemini-3-Flash | 6.2 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 | |
| 3 | Trinity-Large | Not stated | -9.2 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
| 4 | deepseek-v3.2 | DeepSeek | -11.4 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
| 5 | Grok-4.1-Fast | xAI | -12.1 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
| 6 | GPT-OSS 120B | OpenAI | -17.8 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
| 7 | MiniMax-M2.5 | MiniMax | -25.2 | base lot $10 | Paper Table 5 Reported by the authors, 3 Apr 2026 |
Papers and links
Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.
