PolyBench: Benchmarking LLM Forecasting and Trading Capabilities on Live Prediction Market Data

Pu Cheng, Juncheng Liu, Yunshen Long

Predicting real-world events from live market signals demands systems that fuse qualitative news with quantitative order-book dynamics under strict temporal discipline -- a challen…