A Global Dataset Mapping the AI Innovation from Academic Research to Industrial Patents.

ABSTRACT: In the rapidly evolving field of artificial intelligence (AI), mapping innovation patterns and understanding effective technology transfer from research to applications are essential for economic growth. However, existing data infrastructures suffer from fragmentation, incomplete coverage, and insufficient evaluative capacity. Here, we present DeepInnovationAI, a global dataset containing machine learning techniques. DeepPatentAI.csv: Contains 2,356,204 patent records with 8 field-specific attributes. DeepDiveAI.csv: Encompasses 3,511,929 academic publications with 13 metadata fields. These two datasets leverage large language models, multilingual text analysis and dual-layer BERT classifiers to accurately identify AI-related content, while utilizing hypergraph analysis to create robust in

SUBMITTER: Gong H 

PROVIDER: S-EPMC12274361 | biostudies-literature | 2025 Jul

REPOSITORIES: biostudies-literature