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Yining Zhao

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#artificial intelligence Preprint Oct 2026

Learning to Simulate Individuals from Macro Social Signals

This work proposes to learn behavioral reasoning from prediction markets, whose price trajectories record how populations respond to real-world events at scale, and introduces macro2mind, which trains a language model with GRPO using market signals.

Yi-Ning Zhao, Bu-Shi Liu, Hao-Fei Yu et al. · 0 citations
#natural language process... Preprint Sep 2026

Can Large Language Models Forecast What Researchers Study Next?

Threshold and judge diagnostics further clarify the limits of interpreting realization as precise anticipation and provides a common task for studying which research ideas a community subsequently pursues and how reliably this outcome can be measured.

Fenghai Li, Zi-Han Tang, Hao-Fei Yu et al. · 1 citation

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