AdapTime adds adaptive temporal reasoning

This is less about a new benchmark trick and more about pushing a hard reasoning skill back into the model loop. If it holds up, it’s a useful counterpoint to the current reflex of solving temporal QA with retrieval, heuristics, or tool chains.

• –The reformulate/write/review loop is a clean pattern for temporal ambiguity, especially when user questions are underspecified or phrased loosely
• –Keeping the reasoning inside the model reduces dependence on brittle external orchestration and may transfer better across domains
• –The main question is robustness: temporal reasoning often fails on edge cases, not obvious queries, so gains need to show up on adversarial or long-horizon tasks
• –If this generalizes, it could influence agent design more broadly, not just temporal QA
• –As a research paper, it is more interesting as a direction than as a deployable product today