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arXiv — cs.AI

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Predictive Credit: Measuring What Scientific Explanations Add to Experimental Forecasts

Research agents explain planned experiments. We measure predictive credit with paired forecasts sharing an intervention, forecaster, and outcome while varying description, matched explanation, and donor context. Five checks track commitment, delivery, predictive gain, alignment,…

arXiv — cs.AIBy: Jingjie Ning, Xueqi Li, Yibo Kong, Dongting LiOctober 2, 2026 (Oct 2)
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AI Summary & Key Takeaways

  • Research agents explain planned experiments
  • We measure predictive credit with paired forecasts sharing an intervention, forecaster, and outcome while varying description, matched explanation, and donor context
  • Five checks track commitment, delivery, predictive gain, alignment,…
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Predictive Credit: Measuring What Scientific Explanations Add to Experimental Forecasts

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