@article{predictionmarketbenchaswebenchstyleframe,
  title = {PredictionMarketBench: A SWE-bench-Style Framework for Backtesting Trading Agents on Prediction Markets},
  author = {Avi Arora and Ritesh Malpani},
  year = {2026},
  eprint = {2602.00133},
  archivePrefix = {arXiv},
  url = {https://arxiv.org/abs/2602.00133},
}