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

arXiv:2610.14073v1 Announce Type: new 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 inherently volatile. To capture this chal…

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  1. 2026-10-14 04:00 · arXiv cs.CL
    Is the Future Predictable? Modeling Future Predictability for Reliable Temporal Reasoning

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