Fake news detection Using Augmented Prompt Methodologies and KGs

This approach enhances fake news detection by combining augmented prompt methodologies on LLMs with the power of Knowledge Graphs (KGs). Augmented prompts involve refining and expanding queries to capture the context and nuances of news content more effectively. When integrated with KGs, which provide structured information and relationships between entities, this method improves the accuracy of identifying misinformation. KGs offer a rich, contextual backdrop that helps the system discern between real and fake news by validating facts against a vast network of interconnected data. The result is a more robust, context-aware fake news detection system.

Publication Details

Journal
PUBLISSO (German National Library of Medicine)
Published
2024-10-11
DOI
https://doi.org/10.4126/frl01-006488516
Primary Topic
Misinformation and Its Impacts
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Fake news detection Using Augmented Prompt Methodologies and KGs

PUBLISSO (German National Library of Medicine)
Misinformation and Its Impacts
article

Fake news detection Using Augmented Prompt Methodologies and KGs

article en

Abstract

This approach enhances fake news detection by combining augmented prompt methodologies on LLMs with the power of Knowledge Graphs (KGs). Augmented prompts involve refining and expanding queries to capture the context and nuances of news content more effectively. When integrated with KGs, which provide structured information and relationships between entities, this method improves the accuracy of identifying misinformation. KGs offer a rich, contextual backdrop that helps the system discern between real and fake news by validating facts against a vast network of interconnected data. The result is a more robust, context-aware fake news detection system.

PUBLISSO (German National Library of Medicine)
Peace, Justice and strong institutions
Openalex Percentile: Top 39%
Misinformation and Its Impacts
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.

Fake news detection Using Augmented Prompt Methodologies and KGs · PUBLISSO (German National Library of Medicine) (2024) | TGRS Research Map | TGRS