This paper describes the IMPOLS task presented at EVALITA 2026 competition. The task regards the automatic detection and classification of implicit contents in political speeches, specifically focusing on the uses of implicit expressions that are potentially manipulative. The task is divided in three subtasks: (1) implicit content detection, (2) implicit classification (implicature and presupposition), and (3) implicature type classification. IMPOLS is monolingual (Italian) multimodal task: provided data included audio and transcription of speech excerpts, along with some discourse metadata. Two teams participated at IMPOLS, obtaining a macro F1 score of 0.95 on subtask 1, 0.88 on subtask 2, and 0.64 on subtask 3.

IMPOLS at EVALITA 2026: Overview of the IMPOLS Task / Lorenzo Gregori, Walter Paci, Valentina Saccone. - ELETTRONICO. - (2026), pp. 0-0. (EVALITA 2026 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian Bari 26-27/02/2026).

IMPOLS at EVALITA 2026: Overview of the IMPOLS Task

Lorenzo Gregori
;
Walter Paci;Valentina Saccone
2026

Abstract

This paper describes the IMPOLS task presented at EVALITA 2026 competition. The task regards the automatic detection and classification of implicit contents in political speeches, specifically focusing on the uses of implicit expressions that are potentially manipulative. The task is divided in three subtasks: (1) implicit content detection, (2) implicit classification (implicature and presupposition), and (3) implicature type classification. IMPOLS is monolingual (Italian) multimodal task: provided data included audio and transcription of speech excerpts, along with some discourse metadata. Two teams participated at IMPOLS, obtaining a macro F1 score of 0.95 on subtask 1, 0.88 on subtask 2, and 0.64 on subtask 3.
2026
Proceedings of the 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian. Final Workshop (EVALITA 2026)
EVALITA 2026 9th Evaluation Campaign of Natural Language Processing and Speech Tools for Italian
Bari
26-27/02/2026
Lorenzo Gregori; Walter Paci; Valentina Saccone
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Utilizza questo identificatore per citare o creare un link a questa risorsa: https://hdl.handle.net/2158/1474173
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