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

By Pu Cheng, Juncheng Liu, Yunshen Long

Published 2026-04-03

Everscope rating

1651.1

Relevance to quantitative trading

9 / 10

Implementation complexity

6 / 10

Reproducibility

4 / 5

About this paper

Methodology: PolyBench Multimodal Benchmark and Multidimensional Evaluation Framework. Problem types: Classification, Time Series Forecasting, Algorithmic Execution, Portfolio Optimization, Zero-shot Learning, Natural Language Processing.

arXiv:2604.14199 · Code · Paper rankings

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