FinBench: Time-Gated Calibration and Uncertainty Benchmarking for Agentic Financial Forecasting

Rishab Ghosh, Vinay Devarakonda

Large language models (LLMs) are increasingly used as components of agentic systems that observe, plan, and act. In finance, even "assistive" systems become decision-relevant once…