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 models
Leaderboard

Each 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

  1. MiMo-V2-Flash17.6
  2. Gemini-3-Flash6.2
  3. Trinity-Large-9.2
  4. deepseek-v3.2-11.4
  5. Grok-4.1-Fast-12.1
  6. GPT-OSS 120B-17.8
  7. MiniMax-M2.5-25.2

PolyBench arXiv v1 (2026-04-03)

Confidence-Weighted Return (CWR) %, higher is better. 7 models.

Updated 3 Apr 2026

  1. 1MiMo-V2-Flash17.6
  2. 2Gemini-3-Flash6.2
  3. 3Trinity-Large-9.2
  4. 4deepseek-v3.2-11.4
  5. 5Grok-4.1-Fast-12.1
  6. 6GPT-OSS 120B-17.8
  7. 7MiniMax-M2.5-25.2
PolyBench leaderboard (Confidence-Weighted Return (CWR) %, higher is better)
1MiMo-V2-FlashXiaomi17.6base lot $10, 2026-02-06 to 2026-02-12Paper Table 5
Reported by the authors, 3 Apr 2026
2Gemini-3-FlashGoogle6.2base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026
3Trinity-LargeNot stated-9.2base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026
4deepseek-v3.2DeepSeek-11.4base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026
5Grok-4.1-FastxAI-12.1base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026
6GPT-OSS 120BOpenAI-17.8base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026
7MiniMax-M2.5MiniMax-25.2base lot $10Paper Table 5
Reported by the authors, 3 Apr 2026

Last checked 1 Nov 2026. Something out of date or wrong? Send a correction.