@inproceedings{van-der-meer-etal-2023-differences,
title = "Do Differences in Values Influence Disagreements in Online Discussions?",
author = "van der Meer, Michiel and
Vossen, Piek and
Jonker, Catholijn and
Murukannaiah, Pradeep",
editor = "Bouamor, Houda and
Pino, Juan and
Bali, Kalika",
booktitle = "Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing",
month = dec,
year = "2023",
address = "Singapore",
publisher = "Association for Computational Linguistics",
url = "https://aclanthology.org/2023.emnlp-main.992",
doi = "10.18653/v1/2023.emnlp-main.992",
pages = "15986--16008",
abstract = "Disagreements are common in online discussions. Disagreement may foster collaboration and improve the quality of a discussion under some conditions. Although there exist methods for recognizing disagreement, a deeper understanding of factors that influence disagreement is lacking in the literature. We investigate a hypothesis that differences in \textit{personal values} are indicative of disagreement in online discussions. We show how state-of-the-art models can be used for estimating values in online discussions and how the estimated values can be aggregated into value profiles. We evaluate the estimated value profiles based on human-annotated agreement labels. We find that the dissimilarity of value profiles correlates with disagreement in specific cases. We also find that including value information in agreement prediction improves performance.",
}
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<abstract>Disagreements are common in online discussions. Disagreement may foster collaboration and improve the quality of a discussion under some conditions. Although there exist methods for recognizing disagreement, a deeper understanding of factors that influence disagreement is lacking in the literature. We investigate a hypothesis that differences in personal values are indicative of disagreement in online discussions. We show how state-of-the-art models can be used for estimating values in online discussions and how the estimated values can be aggregated into value profiles. We evaluate the estimated value profiles based on human-annotated agreement labels. We find that the dissimilarity of value profiles correlates with disagreement in specific cases. We also find that including value information in agreement prediction improves performance.</abstract>
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%0 Conference Proceedings
%T Do Differences in Values Influence Disagreements in Online Discussions?
%A van der Meer, Michiel
%A Vossen, Piek
%A Jonker, Catholijn
%A Murukannaiah, Pradeep
%Y Bouamor, Houda
%Y Pino, Juan
%Y Bali, Kalika
%S Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing
%D 2023
%8 December
%I Association for Computational Linguistics
%C Singapore
%F van-der-meer-etal-2023-differences
%X Disagreements are common in online discussions. Disagreement may foster collaboration and improve the quality of a discussion under some conditions. Although there exist methods for recognizing disagreement, a deeper understanding of factors that influence disagreement is lacking in the literature. We investigate a hypothesis that differences in personal values are indicative of disagreement in online discussions. We show how state-of-the-art models can be used for estimating values in online discussions and how the estimated values can be aggregated into value profiles. We evaluate the estimated value profiles based on human-annotated agreement labels. We find that the dissimilarity of value profiles correlates with disagreement in specific cases. We also find that including value information in agreement prediction improves performance.
%R 10.18653/v1/2023.emnlp-main.992
%U https://aclanthology.org/2023.emnlp-main.992
%U https://doi.org/10.18653/v1/2023.emnlp-main.992
%P 15986-16008
Markdown (Informal)
[Do Differences in Values Influence Disagreements in Online Discussions?](https://aclanthology.org/2023.emnlp-main.992) (van der Meer et al., EMNLP 2023)
ACL