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Performance analysis of large language models in the domain of legal argument mining [PDF]

open access: yesFrontiers in Artificial Intelligence, 2023
Generative pre-trained transformers (GPT) have recently demonstrated excellent performance in various natural language tasks. The development of ChatGPT and the recently released GPT-4 model has shown competence in solving complex and higher-order ...
Abdullah Al Zubaer   +3 more
doaj   +3 more sources

Argument Mining: A Survey [PDF]

open access: yesComputational Linguistics, 2020
Argument mining is the automatic identification and extraction of the structure of inference and reasoning expressed as arguments presented in natural language.
Lawrence, John, Reed, Chris
doaj   +4 more sources

Fusion weighted features and BiLSTM-attention model for argument mining of EFL writing [PDF]

open access: yesFrontiers in Psychology, 2023
Argument mining (AM), an emerging field in natural language processing (NLP), aims to automatically extract arguments and the relationships between them in texts. In this study, we propose a new method for argument mining of argumentative essays.
Jincai Yang, Meng Zheng, Yingliang Liu
doaj   +2 more sources

Argument mining as rapid screening tool of COVID-19 literature quality: Preliminary evidence [PDF]

open access: yesFrontiers in Public Health, 2022
BackgroundThe COVID-19 pandemic prompted the scientific community to share timely evidence, also in the form of pre-printed papers, not peer reviewed yet.PurposeTo develop an artificial intelligence system for the analysis of the scientific literature by
Gianfranco Brambilla   +9 more
doaj   +2 more sources

Enhancing Legal Argument Mining with Domain Pre-training and Neural Networks [PDF]

open access: yesJournal of Data Mining and Digital Humanities, 2022
The contextual word embedding model, BERT, has proved its ability on downstream tasks with limited quantities of annotated data. BERT and its variants help to reduce the burden of complex annotation work in many interdisciplinary research areas, for ...
Gechuan Zhang, Paul Nulty, David Lillis
doaj   +3 more sources

Research Advances in Argument Mining [PDF]

open access: yesNongye tushu qingbao xuebao, 2023
[Purpose/Significance] Argument mining, a research hotspot in the field of computational linguistics, provides machine processable structured data for computational models of argument. Argument mining tasks are closely related to artificial intelligence (
LI Jiao, ZHAO Ruixue, XIAN Guojian, HUANG Yongwen, SUN Tan
doaj   +2 more sources

End-to-end Argument Mining with Cross-corpora Multi-task Learning

open access: yesTransactions of the Association for Computational Linguistics, 2022
Mining an argument structure from text is an important step for tasks such as argument search and summarization. While studies on argument(ation) mining have proposed promising neural network models, they usually suffer from a shortage of training data ...
Gaku Morio   +3 more
doaj   +2 more sources

Perception and argumentation in the LK-99 superconductivity controversy: a sentiment and argument mining analysis [PDF]

open access: yesScientific Reports
The announcement of LK-99 as a potential room-temperature, ambient-pressure superconductor sparked widespread debate across both traditional news outlets and social media platforms.
Eunhye Kim, Wei Luo, Hunkoog Jho
doaj   +2 more sources

Argumentation Mining in User-Generated Web Discourse

open access: yesComputational Linguistics, 2016
The goal of argumentation mining, an evolving research field in computational linguistics, is to design methods capable of analyzing people's argumentation. In this article, we go beyond the state of the art in several ways.
Ivan Habernal, Iryna Gurevych
doaj   +2 more sources

Unveiling the Argumentative Nature of Meta-Analysis in Applied Linguistics: An Argument-Mining Approach [PDF]

open access: yesJournal of Modern Research in English Language Studies, 2023
Despite paradigmatic research advancements and movements in applied linguistics, the issue of rhetoric, which serves as one of the fundamental pillars of each paradigm, remains largely unaccounted for. Considering the commensurability of argumentation
Arsalan Yaghoubi   +3 more
doaj   +1 more source

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