Do you hear the people sing? key point analysis via iterative clustering and abstractive summarisation

H Li, V Schlegel, R Batista-Navarro… - arXiv preprint arXiv …, 2023 - arxiv.org
Argument summarisation is a promising but currently under-explored field. Recent work has
aimed to provide textual summaries in the form of concise and salient short texts, ie, key …

An empirical analysis of diversity in argument summarization

M Van Der Meer, P Vossen, CM Jonker… - arXiv preprint arXiv …, 2024 - arxiv.org
Presenting high-level arguments is a crucial task for fostering participation in online societal
discussions. Current argument summarization approaches miss an important facet of this …

Overview of the 2021 key point analysis shared task

R Friedman, L Dankin, Y Hou, R Aharonov… - arXiv preprint arXiv …, 2021 - arxiv.org
We describe the 2021 Key Point Analysis (KPA-2021) shared task on key point analysis that
we organized as a part of the 8th Workshop on Argument Mining (ArgMining 2021) at …

Bridging argument quality and deliberative quality annotations with adapters

N Falk, G Lapesa - Findings of the Association for Computational …, 2023 - aclanthology.org
Assessing the quality of an argument is a complex, highly subjective task, influenced by
heterogeneous factors (eg, prior beliefs of the annotators, topic, domain, and application) …

Will it blend? mixing training paradigms & prompting for argument quality prediction

M Van Der Meer, M Reuver, U Khurana… - Proceedings of the …, 2022 - aclanthology.org
This paper describes our contributions to the Shared Task of the 9th Workshop on Argument
Mining (2022). Our approach uses Large Language Models for the task of Argument Quality …

Understanding fallacious reasoning via detecting moves of motivated criticism in Argument Continuity—a new strategy of circular reasoning in coping responses to …

O Pimenova - Argumentation and Advocacy, 2024 - Taylor & Francis
Abstract Reasoning asymmetry arises when biased argument production aligns with biased
argument evaluation by the same arguer, a phenomenon commonly termed motivated …

Cone: Unsupervised Contrastive Opinion Extraction

R Zhao, L Gui, Y He - Proceedings of the 46th International ACM SIGIR …, 2023 - dl.acm.org
Contrastive opinion extraction aims to extract a structured summary or key points organised
as positive and negative viewpoints towards a common aspect or topic. Most recent works …

Key point generation as an instrument for generating core statements of a political debate on Twitter

P Ehnert, J Schröter - Frontiers in Artificial Intelligence, 2024 - frontiersin.org
Identifying key statements in large volumes of short, user-generated texts is essential for
decision-makers to quickly grasp their key content. To address this need, this research …

Which Side Are You On? A Multi-task Dataset for End-to-End Argument Summarisation and Evaluation

H Li, Y Wu, V Schlegel, R Batista-Navarro… - arXiv preprint arXiv …, 2024 - arxiv.org
With the recent advances of large language models (LLMs), it is no longer infeasible to build
an automated debate system that helps people to synthesise persuasive arguments …

Exploring Key Point Analysis with Pairwise Generation and Graph Partitioning

X Li, Y Jiang, S Huang, P Xie, G Cheng… - arXiv preprint arXiv …, 2024 - arxiv.org
Key Point Analysis (KPA), the summarization of multiple arguments into a concise collection
of key points, continues to be a significant and unresolved issue within the field of argument …