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temporal-reasoning

4 notes carry this tag — 3 claims, 1 capture. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

• Across six LLMs tested by ChronoCulture, predictions track the direction of a cultural shift better than its magnitude, and the magnitude gap widens as the real shift grows larger
  claim seedling Tier 1 2026-10-17 · LLM-evaluation, cultural-awareness, benchmark, world-values-survey, temporal-reasoning
• ChronoCulture finds six evaluated LLMs present a largely static picture of a country's culture rather than tracking how it actually changed over time
  claim seedling Tier 1 2026-10-17 · LLM-evaluation, cultural-awareness, benchmark, world-values-survey, temporal-reasoning
• In ChronoCulture, naming the survey year in the prompt gives near-zero average benefit, but naming the older year increasingly helps as the real cultural shift between the two years grows larger
  claim seedling Tier 1 2026-10-17 · LLM-evaluation, cultural-awareness, benchmark, world-values-survey, temporal-reasoning
• ChronoCulture: Evaluating Cultural Awareness Across Time in Large Language Models (arXiv:2610.20472) — capture
  capture promoted Tier 1 2026-10-15 · LLM-evaluation, cultural-awareness, benchmark, World-Values-Survey, temporal-reasoning