A Strategic Perspective On The Current Development Of High-Tech Industries In China – Analysis

CSF > 연구정보

An LLM Workflow That Reproduces, Improves, and Extends Published Economics Research -- by Matthew Schwartz, Isaiah Andrews, Jesse M. Shapiro

We introduce an open-source workflow that enables an LLM to reproduce, improve, and extend an economics article using the article’s published replication package. First, the workflow attempts to reproduce the original calculations, checks for discrepancies with published findings, and performs automated sensitivity analysis. Across 4,452 published replication packages for five economics journals, the workflow flags discrepancies in 3,460 articles or their appendices. Second, the workflow improves the original calculations by using a different implementation or algorithm. In 496 articles, the workflow is able to reduce a calculation’s computation time, at similar or greater accuracy, by m..

NBER > Working Papers

(How) Do We Teach Emotions? -- by Anjali Adukia, Matthew Bonci, Paula Dastres Gallardo, Emileigh Harrison, Jake Nicoll, Teodora Szasz

Emotional intelligence constitutes a key component of human capital, shaped partially by educational materials. Using machine learning and generative AI tools, we examine emotional content in public-school textbooks and children’s literature. A stark mismatch emerges: text exposes children to a broad emotional range, but images overwhelmingly depict happiness and calm, regardless of emotions described in text on the same page. Nearly half of pages show zero overlap between the emotions described in text and those shown in images. This pattern persists across time, contexts, and identities. Household purchases and library inventories suggest content may be endogenously shaped by consumer de..

NBER > Working Papers