SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Autoren

  • Johannes Kiesel
  • Milad Alshomary
  • Nailia Mirzakhmedova
  • Maximilian Heinrich
  • Nicolas Handke
  • Henning Wachsmuth
  • Benno Stein

Externe Organisationen

  • Bauhaus-Universität Weimar
  • Universität Leipzig
Forschungs-netzwerk anzeigen

Details

OriginalspracheEnglisch
Titel des SammelwerksProceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)
Herausgeber/-innenAtul Kr. Ojha, A. Seza Doğruöz, Giovanni Da San Martino, Harish Tayyar Madabushi, Ritesh Kumar, Elisa Sartori
Seiten2287-2303
Seitenumfang17
ISBN (elektronisch)9781959429999
PublikationsstatusVeröffentlicht - Juli 2023
Veranstaltung17th International Workshop on Semantic Evaluation - Toronto, Kanada
Dauer: 13 Juli 202314 Juli 2023

Abstract

Argumentation is ubiquitous in natural language communication, from politics and media to everyday work and private life. Many arguments derive their persuasive power from human values, such as self-directed thought or tolerance, albeit often implicitly. These values are key to understanding the semantics of arguments, as they are generally accepted as justifications for why a particular option is ethically desirable. Can automated systems uncover the values on which an argument draws? To answer this question, 39 teams submitted runs to ValueEval’23. Using a multi-sourced dataset of over 9K arguments, the systems achieved F 1-scores up to 0.87 (nature) and over 0.70 for three more of 20 universal value categories. However, many challenges remain, as evidenced by the low peak F 1-score of 0.39 for stimulation, hedonism, face, and humility.

ASJC Scopus Sachgebiete

Zitieren

SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments. / Kiesel, Johannes; Alshomary, Milad; Mirzakhmedova, Nailia et al.
Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023). Hrsg. / Atul Kr. Ojha; A. Seza Doğruöz; Giovanni Da San Martino; Harish Tayyar Madabushi; Ritesh Kumar; Elisa Sartori. 2023. S. 2287-2303.

Publikation: Beitrag in Buch/Bericht/Sammelwerk/KonferenzbandAufsatz in KonferenzbandForschungPeer-Review

Kiesel, J, Alshomary, M, Mirzakhmedova, N, Heinrich, M, Handke, N, Wachsmuth, H & Stein, B 2023, SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments. in AK Ojha, AS Doğruöz, G Da San Martino, HT Madabushi, R Kumar & E Sartori (Hrsg.), Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023). S. 2287-2303, 17th International Workshop on Semantic Evaluation , Toronto, Kanada, 13 Juli 2023. https://doi.org/10.18653/V1/2023.SEMEVAL-1.313
Kiesel, J., Alshomary, M., Mirzakhmedova, N., Heinrich, M., Handke, N., Wachsmuth, H., & Stein, B. (2023). SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments. In A. K. Ojha, A. S. Doğruöz, G. Da San Martino, H. T. Madabushi, R. Kumar, & E. Sartori (Hrsg.), Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023) (S. 2287-2303) https://doi.org/10.18653/V1/2023.SEMEVAL-1.313
Kiesel J, Alshomary M, Mirzakhmedova N, Heinrich M, Handke N, Wachsmuth H et al. SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments. in Ojha AK, Doğruöz AS, Da San Martino G, Madabushi HT, Kumar R, Sartori E, Hrsg., Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023). 2023. S. 2287-2303 doi: 10.18653/V1/2023.SEMEVAL-1.313
Kiesel, Johannes ; Alshomary, Milad ; Mirzakhmedova, Nailia et al. / SemEval-2023 Task 4: ValueEval : Identification of Human Values Behind Arguments. Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023). Hrsg. / Atul Kr. Ojha ; A. Seza Doğruöz ; Giovanni Da San Martino ; Harish Tayyar Madabushi ; Ritesh Kumar ; Elisa Sartori. 2023. S. 2287-2303
Download
@inproceedings{a9787c04f4de457b97f358921415c2b9,
title = "SemEval-2023 Task 4: ValueEval: Identification of Human Values Behind Arguments",
abstract = "Argumentation is ubiquitous in natural language communication, from politics and media to everyday work and private life. Many arguments derive their persuasive power from human values, such as self-directed thought or tolerance, albeit often implicitly. These values are key to understanding the semantics of arguments, as they are generally accepted as justifications for why a particular option is ethically desirable. Can automated systems uncover the values on which an argument draws? To answer this question, 39 teams submitted runs to ValueEval{\textquoteright}23. Using a multi-sourced dataset of over 9K arguments, the systems achieved F 1-scores up to 0.87 (nature) and over 0.70 for three more of 20 universal value categories. However, many challenges remain, as evidenced by the low peak F 1-score of 0.39 for stimulation, hedonism, face, and humility.",
author = "Johannes Kiesel and Milad Alshomary and Nailia Mirzakhmedova and Maximilian Heinrich and Nicolas Handke and Henning Wachsmuth and Benno Stein",
year = "2023",
month = jul,
doi = "10.18653/V1/2023.SEMEVAL-1.313",
language = "English",
pages = "2287--2303",
editor = "Ojha, {Atul Kr.} and Doğru{\"o}z, {A. Seza} and {Da San Martino}, Giovanni and Madabushi, {Harish Tayyar} and { Kumar}, Ritesh and Elisa Sartori",
booktitle = "Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)",
note = "17th International Workshop on Semantic Evaluation ; Conference date: 13-07-2023 Through 14-07-2023",

}

Download

TY - GEN

T1 - SemEval-2023 Task 4: ValueEval

T2 - 17th International Workshop on Semantic Evaluation

AU - Kiesel, Johannes

AU - Alshomary, Milad

AU - Mirzakhmedova, Nailia

AU - Heinrich, Maximilian

AU - Handke, Nicolas

AU - Wachsmuth, Henning

AU - Stein, Benno

PY - 2023/7

Y1 - 2023/7

N2 - Argumentation is ubiquitous in natural language communication, from politics and media to everyday work and private life. Many arguments derive their persuasive power from human values, such as self-directed thought or tolerance, albeit often implicitly. These values are key to understanding the semantics of arguments, as they are generally accepted as justifications for why a particular option is ethically desirable. Can automated systems uncover the values on which an argument draws? To answer this question, 39 teams submitted runs to ValueEval’23. Using a multi-sourced dataset of over 9K arguments, the systems achieved F 1-scores up to 0.87 (nature) and over 0.70 for three more of 20 universal value categories. However, many challenges remain, as evidenced by the low peak F 1-score of 0.39 for stimulation, hedonism, face, and humility.

AB - Argumentation is ubiquitous in natural language communication, from politics and media to everyday work and private life. Many arguments derive their persuasive power from human values, such as self-directed thought or tolerance, albeit often implicitly. These values are key to understanding the semantics of arguments, as they are generally accepted as justifications for why a particular option is ethically desirable. Can automated systems uncover the values on which an argument draws? To answer this question, 39 teams submitted runs to ValueEval’23. Using a multi-sourced dataset of over 9K arguments, the systems achieved F 1-scores up to 0.87 (nature) and over 0.70 for three more of 20 universal value categories. However, many challenges remain, as evidenced by the low peak F 1-score of 0.39 for stimulation, hedonism, face, and humility.

UR - http://www.scopus.com/inward/record.url?scp=85161346703&partnerID=8YFLogxK

U2 - 10.18653/V1/2023.SEMEVAL-1.313

DO - 10.18653/V1/2023.SEMEVAL-1.313

M3 - Conference contribution

SP - 2287

EP - 2303

BT - Proceedings of the 17th International Workshop on Semantic Evaluation (SemEval-2023)

A2 - Ojha, Atul Kr.

A2 - Doğruöz, A. Seza

A2 - Da San Martino, Giovanni

A2 - Madabushi, Harish Tayyar

A2 - Kumar, Ritesh

A2 - Sartori, Elisa

Y2 - 13 July 2023 through 14 July 2023

ER -

Von denselben Autoren