2025
Peer Review and the Exposure and Adoption of New Ideas
Binglu Wang, Zhengnan Ma, Dashun Wang, Brian Uzzi
Revise and resubmit at Nature Communications
Using a natural experiment covering over half a million peer review invitations, we show that seeing a manuscript's core ideas shapes the later citing behavior of reviewer invitees who decline, revealing peer review as an engine of idea diffusion.
Peer Review and the Exposure and Adoption of New Ideas
Binglu Wang, Zhengnan Ma, Dashun Wang, Brian Uzzi
Revise and resubmit at Nature Communications
Using a natural experiment covering over half a million peer review invitations, we show that seeing a manuscript's core ideas shapes the later citing behavior of reviewer invitees who decline, revealing peer review as an engine of idea diffusion.
GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design
Yuanfu Sun*, Zhengnan Ma*, Yi Fang, Jing Ma, Qiaoyu Tan (* equal contribution)
NAACL 2025
A benchmark of structured prompt templates for evaluating LLMs on text-attributed graphs; general-purpose LLMs with GraphICL outperform specialized graph LLMs and GNNs in resource-constrained and out-of-domain settings.
GraphICL: Unlocking Graph Learning Potential in LLMs through Structured Prompt Design
Yuanfu Sun*, Zhengnan Ma*, Yi Fang, Jing Ma, Qiaoyu Tan (* equal contribution)
NAACL 2025
A benchmark of structured prompt templates for evaluating LLMs on text-attributed graphs; general-purpose LLMs with GraphICL outperform specialized graph LLMs and GNNs in resource-constrained and out-of-domain settings.