Is the Future Predictable? Modeling Future Predictability for Reliable Temporal Reasoning.

arXiv:2610.14073v1 Announce Type: cross Abstract: Large language models (LLMs) remain unreliable when reasoning about the future. Existing models often overlook the difference among future states, committing to specific answers even when the queried facts are