Argumentation mining: State of the art and emerging trends

M Lippi, P Torroni - ACM Transactions on Internet Technology (TOIT), 2016 - dl.acm.org
Argumentation mining aims at automatically extracting structured arguments from
unstructured textual documents. It has recently become a hot topic also due to its potential in …

Probing neural network comprehension of natural language arguments

T Niven, HY Kao - arXiv preprint arXiv:1907.07355, 2019 - arxiv.org
We are surprised to find that BERT's peak performance of 77% on the Argument Reasoning
Comprehension Task reaches just three points below the average untrained human …

Cross-topic argument mining from heterogeneous sources using attention-based neural networks

C Stab, T Miller, I Gurevych - arXiv preprint arXiv:1802.05758, 2018 - arxiv.org
Argument mining is a core technology for automating argument search in large document
collections. Despite its usefulness for this task, most current approaches to argument mining …

Targer: Neural argument mining at your fingertips

A Chernodub, O Oliynyk, P Heidenreich… - Proceedings of the …, 2019 - aclanthology.org
We present TARGER, an open source neural argument mining framework for tagging
arguments in free input texts and for keyword-based retrieval of arguments from an …

Ontological representations of rhetorical figures for argument mining

J Mitrović, C O'Reilly, M Mladenović… - Argument & …, 2017 - content.iospress.com
This paper surveys ontological modeling of rhetorical concepts, developed for use in
argument mining and other applications of computational rhetoric, projecting their future …

MARGOT: A web server for argumentation mining

M Lippi, P Torroni - Expert Systems with Applications, 2016 - Elsevier
Abstract Argumentation mining is a recent challenge concerning the automatic extraction of
arguments from unstructured textual corpora. Argumentation mining technologies are rapidly …

Measuring the similarity of sentential arguments in dialog

A Misra, B Ecker, MA Walker - arXiv preprint arXiv:1709.01887, 2017 - arxiv.org
When people converse about social or political topics, similar arguments are often
paraphrased by different speakers, across many different conversations. Debate websites …

Argument mining from speech: Detecting claims in political debates

M Lippi, P Torroni - Proceedings of the AAAI conference on artificial …, 2016 - ojs.aaai.org
The automatic extraction of arguments from text, also known as argument mining, has
recently become a hot topic in artificial intelligence. Current research has only focused on …

Automated demarcation of requirements in textual specifications: a machine learning-based approach

S Abualhaija, C Arora, M Sabetzadeh… - Empirical Software …, 2020 - Springer
A simple but important task during the analysis of a textual requirements specification is to
determine which statements in the specification represent requirements. In principle, by …

Argument mining: A machine learning perspective

M Lippi, P Torroni - Theory and Applications of Formal Argumentation …, 2015 - Springer
Argument mining has recently become a hot topic, attracting the interests of several and
diverse research communities, ranging from artificial intelligence, to computational …