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econ.GN2026
The Ideation Bottleneck: Decomposing the Quality Gap Between AI-Generated and Human Economics Research
Ning Li
Autonomous AI systems can now generate complete economics research papers, but they substantially underperform human-authored publications in head-to-head comparisons. This paper d…
cs.AI2026
LLMs learn scientific taste from institutional traces across the social sciences
Ziqin Gong, Ning Li, Huaikang Zhou
Reinforcement-learned reasoning has powered recent AI leaps on verifiable tasks, including mathematics, code, and structure prediction. The harder bottleneck is evaluative judgment…