The Corroboration Illusion: When More News Makes LLM Forecasts Less True.

arXiv:2609.22246v1 Announce Type: cross Abstract: Large language models (LLMs) are increasingly used to forecast real-world events by retrieving and reasoning over news. We show that this dependence on an open, crawlable news corpus creates a new attack surfac