A novel method of fusing Bert-LSTM and XAI for social media disinformation identification

Huosong Xia; Nazrul Islam; Ding Zhu; Justin Z. Zhang; Abhishek Behl; Mohammad Roohanifar

doi:10.1007/s10479-026-07063-7

A novel method of fusing Bert-LSTM and XAI for social media disinformation identification

Huosong Xia
, Nazrul Islam
, Ding Zhu
, Justin Z. Zhang
, Abhishek Behl
, Mohammad Roohanifar

Manchester Metropolitan University

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

Original language	English
Journal	Annals of Operations Research
DOIs	https://doi.org/10.1007/s10479-026-07063-7
State	Published - Feb 24 2026
Externally published	Yes

ASJC Scopus Subject Areas

General Decision Sciences
Management Science and Operations Research

Keywords

Deep learning
Disinformation
Explainable artificial intelligence
Social media

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10.1007/s10479-026-07063-7

Cite this

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title = "A novel method of fusing Bert-LSTM and XAI for social media disinformation identification",

keywords = "Deep learning, Disinformation, Explainable artificial intelligence, Social media",

author = "Huosong Xia and Nazrul Islam and Ding Zhu and Zhang, \{Justin Z.\} and Abhishek Behl and Mohammad Roohanifar",

note = "Publisher Copyright: {\textcopyright} The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2026.",

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day = "24",

doi = "10.1007/s10479-026-07063-7",

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T1 - A novel method of fusing Bert-LSTM and XAI for social media disinformation identification

AU - Xia, Huosong

AU - Islam, Nazrul

AU - Zhu, Ding

AU - Zhang, Justin Z.

AU - Behl, Abhishek

AU - Roohanifar, Mohammad

N1 - Publisher Copyright: © The Author(s), under exclusive licence to Springer Science+Business Media, LLC, part of Springer Nature 2026.

PY - 2026/2/24

Y1 - 2026/2/24

KW - Deep learning

KW - Disinformation

KW - Explainable artificial intelligence

KW - Social media

UR - https://www.scopus.com/pages/publications/105031114314

UR - https://www.scopus.com/pages/publications/105031114314#tab=citedBy

UR - https://www.mendeley.com/catalogue/5b62bfaf-7d85-3a06-bfe6-49392caf3f51/

U2 - 10.1007/s10479-026-07063-7

DO - 10.1007/s10479-026-07063-7

M3 - Article

AN - SCOPUS:105031114314

SN - 0254-5330

JO - Annals of Operations Research

JF - Annals of Operations Research

ER -

A novel method of fusing Bert-LSTM and XAI for social media disinformation identification

ASJC Scopus Subject Areas

Keywords

Access to Document

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