PredictionMarketBench: A SWE-bench-Style Framework for Backtesting Trading Agents on Prediction Markets

Avi Arora, Ritesh Malpani

Prediction markets offer a natural testbed for trading agents: contracts have binary payoffs, prices can be interpreted as probabilities, and realized performance depends criticall…