mlsanityData to 7 Oct 2026

Generalization and the Rise of System-level Creativity in Science

arXiv 2510.03240 ↗First posted 22 Sep 2025cs.SI cs.DLcited by 2

Not on the map. Why?

Abstract (arXiv)

Scientific progress is widely understood as combinatorial, yet existing measures focus on the inputs a paper draws together, saying little about how knowledge is supplied for downstream reuse. Analyzing citation networks from tens of millions of publications in OpenAlex and the Web of Science, we decompose scientific contributions into three functional types, foundations, extensions, and generalizations, distinguishable by the roles they play in future science. Foundational and extensional works, which build and elaborate ideas within disciplines, dominated the post-war decades but declined steadily after the 1990s, while generalizations that catalyze innovation across many contexts rose sharply. Challenging the narrative of declining innovation inferred from the disruption index, our findings suggest the locus of innovation has shifted from within disciplines to between them, a transition the Internet and large language models may have facilitated. Our indices disentangle innovation modes conflated by existing measures, enabling reinterpretation of landmark findings of 'disruptive' science.

Key facts. Cited by 2 papers in the map (data through 7 Oct 2026). First posted on arXiv 22 Sep 2025.

Builds on

No reference list yet.

Built on by

Cited by year (2026 to 7 Oct)

Citing papers per year: 2025: 1; 2026: 1.

2 papers.