Language is Scary when Over-Analyzed: Unpacking Implied Misogynistic Reasoning with Argumentation Theory-Driven Prompt

Language is Scary when Over-Analyzed: Unpacking Implied Misogynistic Reasoning with Argumentation Theory-Driven Prompts

We propose the task of implicit misogyny detection as an Argumentative Reasoning task, by assessing the quality of LLMs in generating the warrants which require reasoning skills in order to be extracted.

August 2025 · Arianna Muti, Federico Ruggeri, Khalid Al Khatib, Alberto Barrón-Cedeño, Tommaso Caselli
Overview of MM-ArgFallacy2025 on Multimodal Argumentative Fallacy Detection and Classification in Political Debates

Overview of MM-ArgFallacy2025 on Multimodal Argumentative Fallacy Detection and Classification in Political Debates

We present an overview of the MM-ArgFallacy2025 shared task on Multimodal Argumentative Fallacy Detection and Classification in Political Debates, co-located with the 12th Workshop on Argument Mining at ACL 2025.

July 2025 · Eleonora Mancini, Federico Ruggeri, Serena Villata, Paolo Torroni
MAMKit: A Comprehensive Multimodal Argument Mining Toolkit

MAMKit: A Comprehensive Multimodal Argument Mining Toolkit

We propose MAMKit, an open, publicly available, PyTorch toolkit that consolidates datasets and models, providing a standardized platform for experimentation.

August 2024 · Eleonora Mancini, Federico Ruggeri, Stefano Colamonaco, Andrea Zecca, Samuele Marro, Paolo Torroni
Multimodal Fallacy Classification in Political Debates

Multimodal Fallacy Classification in Political Debates

We propose multimodal argument mining for argumentative fallacy classification in political debates.

March 2024 · Eleonora Mancini, Federico Ruggeri, Paolo Torroni
Argumentation Structure Prediction in CJEU Decisions on Fiscal State Aid

Argumentation Structure Prediction in CJEU Decisions on Fiscal State Aid

We study how propositions are combined inhigher-level structures and how the relations between propositionscan be predicted by NLP models.

September 2023 · Piera Santin, Giulia Grundler, Andrea Galassi, Federico Galli, Francesca Lagioia, Elena Palmieri, Federico Ruggeri, Giovanni Sartor, Paolo Torroni
A Dataset of Argumentative Dialogues on Scientific Papers

A Dataset of Argumentative Dialogues on Scientific Papers

We introduce ArgSciChat, a dataset of 41 argumentative dialogues between scientists on 20 NLP papers.

July 2023 · Federico Ruggeri, Mohsen Mesgar, Iryna Gurevych
Detecting Arguments in CJEU Decisions on Fiscal State Aid

Detecting Arguments in CJEU Decisions on Fiscal State Aid

We present Demosthenes, a novel corpus for argument mining in legal documents, composed of 40 decisions of the Court of Justice of the European Union on matters of fiscal state aid.

October 2022 · Giulia Grundler, Piera Santin, Andrea Galassi, Federico Galli, Francesco Godano, Francesca Lagioia, Elena Palmieri, Federico Ruggeri, Giovanni Sartor, Paolo Torroni
Multimodal Argument Mining: A Case Study in Political Debates

Multimodal Argument Mining: A Case Study in Political Debates

We propose a study on multimodal argument mining in the domain of political debates

October 2022 · Eleonora Mancini, Federico Ruggeri, Andrea Galassi, Paolo Torroni
Argument mining as rapid screening tool of COVID-19 literature quality: Preliminary evidence

Argument mining as rapid screening tool of COVID-19 literature quality: Preliminary evidence

We develop an artificial intelligence system for the analysis of the scientific literature by leveraging on recent developments in the field of Argument Mining.

July 2022 · Gianfranco Brambilla, Antonella Rosi, Francesco Antici, Andrea Galassi, Daniele Giansanti, Fabio Magurano, Federico Ruggeri, Paolo Torroni, Evaristo Cisbani, Marco Lippi
AMICA: An Argumentative Search Engine for COVID-19 Literature

AMICA: An Argumentative Search Engine for COVID-19 Literature

AMICA is an argument mining-based search engine, specifically designed for the analysis of scientific literature related to Covid-19.

July 2022 · Marco Lippi, Francesco Antici, Gianfranco Brambilla, Evaristo Cisbani, Andrea Galassi, Daniele Giansanti, Fabio Magurano, Antonella Rosi, Federico Ruggeri, Paolo Torroni