A review on method entities in the academic literature: Extraction, evaluation, and application

Y Wang, C Zhang, K Li - Scientometrics, 2022 - Springer
In scientific research, the method is an indispensable means to solve scientific problems and
a critical research object. With the advancement of sciences, many scientific methods are …

Information extraction from scientific articles: a survey

Z Nasar, SW Jaffry, MK Malik - Scientometrics, 2018 - Springer
In last few decades, with the advent of World Wide Web (WWW), world is being overloaded
with huge data. This huge data carries potential information that once extracted, can be used …

Method and dataset entity mining in scientific literature: a CNN+ BiLSTM model with self-attention

L Hou, J Zhang, O Wu, T Yu, Z Wang, Z Li, J Gao… - Knowledge-Based …, 2022 - Elsevier
The traditional literature analysis mainly focuses on the literature metadata such as topics,
authors, keywords, references, and rarely pays attention to the main content of papers …

[PDF][PDF] The ACL RD-TEC: a dataset for benchmarking terminology extraction and classification in computational linguistics

B QasemiZadeh, S Handschuh - Proceedings of the 4th …, 2014 - aclanthology.org
This paper introduces ACL RD-TEC: a dataset for evaluating the extraction and classification
of terms from literature in the domain of computational linguistics. The dataset is derived …

Exploring Technology-and Sensor-Driven Trends in Education: A Natural-Language-Processing-Enhanced Bibliometrics Study

MJ Gomez, JA Ruipérez-Valiente, FJ García Clemente - Sensors, 2023 - mdpi.com
Over the last decade, there has been a large amount of research on technology-enhanced
learning (TEL), including the exploration of sensor-based technologies. This research area …

Towards automated analysis of research methods in library and information science

Z Zhang, W Tam, A Cox - Quantitative Science Studies, 2021 - direct.mit.edu
Previous studies of research methods in Library and Information Science (LIS) lack
consensus in how to define or classify research methods, and there have been no studies …

Evaluation of scientific elements for text similarity in biomedical publications

M Neves, D Butzke, B Grune - … of the 6th Workshop on Argument …, 2019 - aclanthology.org
Rhetorical elements from scientific publications provide a more structured view of the
document and allow algorithms to focus on particular parts of the text. We surveyed the …

Analyzing trends and patterns across the educational technology communities using Fontana framework

MJ Gomez, JA Ruiperez-Valiente… - IEEE Access, 2022 - ieeexplore.ieee.org
Nowadays, the use of technology in continuously increasing, making a significant impact in
almost every area, including education. New areas have gained much popularity in the last …

A scientific-article key-insight extraction system based on multi-actor of fine-tuned open-source large language models

Z Song, GY Hwang, X Zhang, S Huang, BK Park - Scientific Reports, 2025 - nature.com
The exponential growth of scientific articles has presented challenges in information
organization and extraction. Automation is urgently needed to streamline literature reviews …

Text mining of journal articles for sleep disorder terminologies

C Lam, FC Lai, CH Wang, MH Lai, N Hsu, MH Chung - PloS one, 2016 - journals.plos.org
Objective Research on publication trends in journal articles on sleep disorders (SDs) and
the associated methodologies by using text mining has been limited. The present study …