Construct relation extraction from structural equation modeling papers

Knowledge repositories can facilitate the process of identifying relevant previous work. However, populating such repositories is a time-consuming and tedious task. 'DISKNET', a repository focused on information systems papers, requires all construct definitions and relations contained in an article. Both, the text and images of the articles can be leveraged to extract construct relations through large language models and computer vision models, where each approach poses its own challenges. Current results suggest that knowledge extraction could be augmented to reduce the amount of human effort necessary.

Publication Details

Journal
PUBLISSO (German National Library of Medicine)
Published
2024-10-11
DOI
https://doi.org/10.4126/frl01-006488502
Primary Topic
Advanced Text Analysis Techniques
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Construct relation extraction from structural equation modeling papers

PUBLISSO (German National Library of Medicine)
Advanced Text Analysis Techniques
article

Construct relation extraction from structural equation modeling papers

article en

Abstract

Knowledge repositories can facilitate the process of identifying relevant previous work. However, populating such repositories is a time-consuming and tedious task. 'DISKNET', a repository focused on information systems papers, requires all construct definitions and relations contained in an article. Both, the text and images of the articles can be leveraged to extract construct relations through large language models and computer vision models, where each approach poses its own challenges. Current results suggest that knowledge extraction could be augmented to reduce the amount of human effort necessary.

PUBLISSO (German National Library of Medicine)
Openalex Percentile: Top 65%
Advanced Text Analysis Techniques
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Construct relation extraction from structural equation modeling papers · PUBLISSO (German National Library of Medicine) (2024) | TGRS Research Map | TGRS