Text Summarization | List of Frontiers open access articles

Original Research

Published on 17 Mar 2026

A bird-inspired artificial intelligence framework for advanced large text summarization

in Machine Learning and Artificial Intelligence

Binxu Huang
Anasse Bari

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1703769

651 views

Brief Research Report

Published on 04 Dec 2020

A Light-Weight Text Summarization System for Fast Access to Medical Evidence

in Health Informatics

Abeed Sarker
Yuan-Chi Yang
Mohammed Ali Al-Garadi
Aamir Abbas

Frontiers in Digital Health

doi 10.3389/fdgth.2020.585559

7,586 views
11 citations

Original Research

Published on 28 Nov 2025

Text summarization method of argumentative discourse by combining the BERT-transformer model

in Natural Language Processing

Yaser Altameemi
Mohammed Altamimi
Adel Alkhalil
Diaa Uliyan
Romany F. Mansour

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1654496

1,180 views

Original Research

Published on 01 Aug 2025

Divide and summarize: improve SLM text summarization

in Natural Language Processing

Alexandre Bailly
Antoine Saubin
Gabriel Kocevar
Jonathan Bodin

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1604034

3,579 views

Original Research

Published on 11 Feb 2025

Ontology-based prompt tuning for news article summarization

in Machine Learning and Artificial Intelligence

A. R. S. Silva
Y. H. P. P. Priyadarshana

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1520144

4,269 views
2 citations

Original Research

Published on 29 Aug 2024

Whale-optimized LSTM networks for enhanced automatic text summarization

in Natural Language Processing

Bharathi Mohan Gurusamy
Prasanna Kumar Rangarajan
Ali Altalbe

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1399168

2,690 views
5 citations

Methods

Published on 10 Jul 2024

SATS: simplification aware text summarization of scientific documents

in Natural Language Processing

Farooq Zaman
Faisal Kamiran
Matthew Shardlow
Saeed-Ul Hassan
Asim Karim
Naif Radi Aljohani

Frontiers in Artificial Intelligence

doi 10.3389/frai.2024.1375419

4,175 views
2 citations

Original Research

Published on 02 Mar 2026

MEDAI-LLM-SUMM: a reporting checklist for medical text summarization studies using large language models

in Health Informatics

Anna N. Khoruzhaya
Mariya D. Varyukhina
Rustam A. Erizhokov
Ivan A. Blokhin
Roman V. Reshetnikov
Mariya R. Kodenko
Anastasia P. Pamova
Tikhon A. Burtsev
Kirill M. Arzamasov
Olga V. Omelyanskaya

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1761601

597 views

Original Research

Published on 05 Feb 2026

Small language models applied in text summarization task of health-related news to improve public health audit: an experimental case study

in Natural Language Processing

Alysson Guimarães
Methanias Colaço Junior
Samuel Santana De Almeida
Gabriely Garcia Ferreira de Araújo
Raphael Silva Fontes
Helder Prado
Luca Pareja Credidio Freire Alves
Natan Matos
Ricardo Alexsandro de Medeiros Valentim
João Paulo Queiroz dos Santos

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1708993

1,283 views

Original Research

Published on 23 Feb 2016

Combined Training of One Cognitive and One Metacognitive Strategy Improves Academic Writing Skills

in Educational Psychology

Anke Wischgoll

Frontiers in Psychology

doi 10.3389/fpsyg.2016.00187

19,584 views
39 citations

Original Research

Published on 10 Feb 2023

Neural text generation in regulatory medical writing

in Experimental Pharmacology and Drug Discovery

Claudia Meyer
Daniel Adkins
Koyena Pal
Ruggero Galici
Augusto Garcia-Agundez
Carsten Eickhoff

Frontiers in Pharmacology

doi 10.3389/fphar.2023.1086913

4,799 views
2 citations

Original Research

Published on 19 Mar 2026

Key aspects of fine-tuning and applying LLM-as-a-judge for clinical data summaries in the radiological workflow

in Medicine and Public Health

Aleksandr Borisov
Tikhon Burtsev
Pavel Kosov
Tatiana Bobrovskaya
Yuri Vasilev
Anton Vladzymyrskyy
Olga Omelyanskaya
Anastasia Pamova
Kirill Arzamasov

Frontiers in Artificial Intelligence

doi 10.3389/frai.2026.1768005

134 views

Original Research

Published on 02 Apr 2026

From memorization to generalization: fine-tuning large language models for biomedical term-to-identifier normalization

in Health Informatics

Suswitha Pericharla
Daniel B. Hier
Tayo Obafemi-Ajayi

Frontiers in Digital Health

doi 10.3389/fdgth.2026.1783907

Technology and Code

Published on 06 Nov 2025

A review of AI-based business lead generation: Scrapus as a case study

in AI in Business

Ahmet Kaplan
Sadi Evren Seker
Rabia Yoruk

Frontiers in Artificial Intelligence

doi 10.3389/frai.2025.1606431

8,198 views

Articles

A bird-inspired artificial intelligence framework for advanced large text summarization

A Light-Weight Text Summarization System for Fast Access to Medical Evidence

Text summarization method of argumentative discourse by combining the BERT-transformer model

Divide and summarize: improve SLM text summarization

Ontology-based prompt tuning for news article summarization

Whale-optimized LSTM networks for enhanced automatic text summarization

SATS: simplification aware text summarization of scientific documents

MEDAI-LLM-SUMM: a reporting checklist for medical text summarization studies using large language models

Small language models applied in text summarization task of health-related news to improve public health audit: an experimental case study

Combined Training of One Cognitive and One Metacognitive Strategy Improves Academic Writing Skills

Neural text generation in regulatory medical writing

Key aspects of fine-tuning and applying LLM-as-a-judge for clinical data summaries in the radiological workflow

From memorization to generalization: fine-tuning large language models for biomedical term-to-identifier normalization

A review of AI-based business lead generation: Scrapus as a case study