8 citations · 8 across the 4 of their papers we have counts for
5 papers
Constructing BERT Models: How Team Dynamics and Focus Shape AI Model Impact
Likun Cao, Kai Li
The rapid evolution of AI technologies, exemplified by BERT-family models, has transformed scientific research, yet little is known about their production and recognition dynamics…
Deep versus Broad Technology Search and the Timing of Innovation Impact
Likun Cao, James Evans
This study offers a new perspective on the depth-versus-breadth debate in innovation strategy, by modeling inventive search within dynamic collective knowledge systems, and undersc…
Subjective Perspectives within Learned Representations Predict High-Impact Innovation
Likun Cao, Rui Pan, James Evans
Existing studies of innovation emphasize the power of social structures to shape innovation capacity. Emerging machine learning approaches, however, enable us to model innovators'…
Modularity, Architectural Innovation, and New Venture Success
Likun Cao, Ziwen Chen, James Evans
Startups face a classic dilemma in innovation strategy: should they pursue cumulative, low-risk improvements or disruptive, high-risk breakthroughs? The Henderson and Clark framewo…
Destructive Creation, Creative Destruction, and the Paradox of Innovation Science
Likun Cao, Ziwen Chen, James Evans
Innovation or the creation and diffusion of new material, social and cultural things in society has been widely studied in sociology and across the social sciences, with investigat…