Workshop | Language Technologies Lab

ArgMining

Fri, 27 Feb 2026 00:00:00 +0000

Argument mining (also known as “argumentation mining”) is a well-established research area in computational linguistics that focuses on the automatic identification of argumentative structures, such as premises, conclusions, and inference schemes. Since its beginnings, the focus has been on the development of large-scale argumentation dataset and tasks like argument quality assessment, argument persuasiveness, and the synthesis of argumentative texts, spanning various domains, such as legal, social, medical, political, and scientific settings.

EquAl: Equitable Algorithms, Promoting Fairness and Countering Algorithmic Discrimination Through Norms and Technologies - Final Conference

Fri, 23 Jan 2026 00:00:00 +0000

Project info

The EquAl project addresses algorithmic evaluations, decisions, and predictions, to promote fairness and counter discrimination affecting individuals and groups. The research project fundedis by the EU Commission under the NextGenerationEU program and the Italian Ministry of Education, University and Research. (PRIN 2022. Ref. prot. n.: 2022KFLF3E-001 - CUP J53D23005560001).

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PRIMA: PRivacy Infringements Machine-Advice - Final Conference

Mon, 12 Jan 2026 00:00:00 +0000

Project info

PRIMA (PRivacy Infringements Machine-Advice) studies the law and practice of privacy policies, develops methods and techniques for their automated analysis, and implements a prototype to assess their lawfulness. It deploys legal analytics—a mix of data science, artificial intelligence, machine learning, natural language processing and statistics—to detect and assess privacy policies’ infringements.

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ALMA-AI | Workshop LLM: a debate on technical experiences

Thu, 20 Nov 2025 00:00:00 +0000

Workshop Abstract

La diffusione dei Large Language Model in ogni ambito delle attività umane ha reso necessario valutare lo stato dell’arte, i limiti, gli ostacoli e le barriere che questa potente tecnologia offre. I rapidi aggiornamenti di queste tecnologie impongono di allargare gli orizzonti degli obiettivi di ricerca e delle metodologie. Le capacità di reasoning degli Agentic AI indicano nuove sfide. Tuttavia, sempre più emerge la necessità di valutare in quali ambiti queste tecnologie possano produrre un reale valore aggiunto e quando invece, anche considerando l’uso delle risorse necessarie, sia meglio adottare approcci più tradizionali. Emerge quindi il tema di come valutare i modelli messi a confronto fra loro (benchmarking). Gli aspetti tecnici si intersecano con quelli etici, giuridici, di sostenibilità, di efficacia, nonché di spiegabilità dei passaggi di reasoning. Il workshop intende investigare questi temi, con particolare riguardo alle applicazioni nell’ambito del diritto dove il linguaggio è un pilastro costitutivo della disciplina. Il dibattito è utile a definire anche le aspettative future delle quali le istituzioni, come i Parlamenti e le pubbliche amministrazioni, potranno avvantaggiarsi senza tuttavia ignorare rischi e false illusioni.

Federico Ruggeri’s speech

The talk addresses three main aspects of LLMs and reasoning capabilities. First, we discuss what kind of reasoning type LLMs are tested for. The short answer is that in the majority of cases, it is unclear which reason type(s) is (are) considered. Second, we discuss to what extent do LLMs perform reasoning. Some view LLMs as stochastic parrots, while others believe they acquire true reasoning capabilities. Third, we show how reasoning and argumentation are tightly connected and discuss how argumentation is being progressively used as a way to assess reasoning capabilities in LLMs.

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The 13th Workshop on Argument Mining and Reasoning Co-located with ACL 2026

Wed, 01 Oct 2025 00:00:00 +0000

Introduction

The 2026 edition of the ArgMining workshop therefore places a special focus on understanding and evaluating arguments in both human and machine reasoning. With this topic, we broaden the workshop’s focus to include reasoning, a long-standing area of research in AI that has recently gained renewed interest within the *ACL community, driven by the latest generation of LLMs. Reasoning is tightly connected to argumentation as it represents, analyzes and evaluates the process of reaching conclusions on the basis of available information. If we consider argumentation as a paradigm to capture reasoning, then machines (particularly LLMs) can be evaluated based on their ability to address argument mining tasks.

The workshop will be co-located with ACL 2026 and held in San Diego, United States in a hybrid format.

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MAMKit: A Comprehensive Multimodal Argument Mining Toolkit

Thu, 01 Aug 2024 00:00:00 +0000

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A Corpus for Sentence-Level Subjectivity Detection on English News Articles

Wed, 01 May 2024 00:00:00 +0000

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A Sentiment and Emotion Annotated Dataset for Bitcoin Price Forecasting Based on Reddit Posts

Thu, 01 Dec 2022 00:00:00 +0000

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Combining WordNet and Word Embeddings in Data Augmentation for Legal Texts

Thu, 01 Dec 2022 00:00:00 +0000

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