A Novel Approach to Innovation Mapping Using Large Language Models and Knowledge Graphs

Mari Rytky; Carolyn Cole; Matthias Deschryvere; Arash Hajikhani

A Novel Approach to Innovation Mapping Using Large Language Models and Knowledge Graphs

Mari Rytky
, Carolyn Cole^*
, Matthias Deschryvere
, Arash Hajikhani

^*Corresponding author for this work

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Journal	Scientometrics
Publication status	Submitted - 2026
MoE publication type	A1 Journal article-refereed

Keywords

knowledge graph
large language models (LLMs)
Sfinno - Finnish Innovations
Literature based innovation output (LBIO) method
Web scraped data
evaluation

Cite this

@article{1685b0816a0040f38d4ff8f2a58d511c,

title = "A Novel Approach to Innovation Mapping Using Large Language Models and Knowledge Graphs",

keywords = "knowledge graph, large language models (LLMs), Sfinno - Finnish Innovations, Literature based innovation output (LBIO) method, Web scraped data, evaluation",

author = "Mari Rytky and Carolyn Cole and Matthias Deschryvere and Arash Hajikhani",

year = "2026",

language = "English",

journal = "Scientometrics",

issn = "0138-9130",

publisher = "Akademiai Kiado",

}

TY - JOUR

T1 - A Novel Approach to Innovation Mapping Using Large Language Models and Knowledge Graphs

AU - Rytky, Mari

AU - Cole, Carolyn

AU - Deschryvere, Matthias

AU - Hajikhani, Arash

PY - 2026

Y1 - 2026

KW - knowledge graph

KW - large language models (LLMs)

KW - Sfinno - Finnish Innovations

KW - Literature based innovation output (LBIO) method

KW - Web scraped data

KW - evaluation

M3 - Article

SN - 0138-9130

JO - Scientometrics

JF - Scientometrics

ER -