The workshop program is out.
The deadline for non-archival submissions is extended to April 30th. Information on submission details and links.
Important notice: The deadline for direct archival submission on April 17th is final and will NOT be extended.
March 25th 2025 Happy to announce our Keynote Speaker: Andreas Vlachos from University of Cambridge.
January 28th 2025 12th Argument mining workshop will host two Shared Tasks
January 15th 2025 Check the Important Dates
January 15th 2025 The 1st Call for Papers is out!
December 6th 2024 Call for Shared Task is out
December 6th 2024 The official ArgMining 2025 website is launched.
Argument Mining (also known as “argumentation mining”) is an emerging research area within computational linguistics that started with focusing on automatically identifying and classifying argument elements, covering several text genres such as legal documents, news articles, online debates, scholarly data, and many more. In recent years, the field (broadly Computational Argumentation) has grown to explore argument quality and synthesis on many levels. The field offers practical uses such as argument-focused search and debating technologies, e.g., IBM Project Debater. The growing interest in computational argumentation has led to several tutorials at major NLP conferences.
Besides providing a forum to discuss and exchange cutting edge research in this field, a secondary goal of this year's edition will be to broaden the disciplinary scope of the workshop by inviting other disciplines (e.g., (computational) social and political science, psychology, humanities) as well as other subareas of NLP to actively participate in the workshop and further shaping the field of argument mining. In particular, we would like to create synergies between the fields of argument mining and natural language reasoning.
The workshop will be co-located with ACL 2025 and held in Vienna, Austria in a hybrid format.
Important Dates
- Workshop: July 31st, 2025
- Direct paper submission due (OpenReview):
April 17th, 2025
- Non-archival submission due (OpenReview):
April 17th, 2025 April 30th, 2025
- Commitment deadline for ARR papers (OpenReview): May 21st, 2025
- Notification of acceptance: May 28th, 2025
- Camera-ready papers due: June 4th, 2025
All deadlines are 11.59 pm UTC -12h (“anywhere on Earth”).
Keynote Speaker
Andreas Vlachos Department of Computer Science and Technology, University of Cambridge
Title: Fact-checking as a conversation
About the Talk:
Misinformation is considered one of the major challenges of our times resulting in numerous efforts against it. Fact-checking, the task of assessing whether a claim is true or false, is considered a key in reducing its impact. In the first part of this talk I will present our recent and ongoing work on automating this task using natural language processing, including neurosymbolic inference, and using a search engine as a source of evidence. In the second part of this talk, I will present an alternative approach to combatting misinformation via dialogue agents, and present results on how internet users engage in constructive disagreements and problem-solving deliberation.
About the Speaker: Andreas Vlachos is a professor of NLP and Machine Learning at the University of Cambridge. Among the many things he has worked on, we find constructiveness in argumentation, fact checking, media bias, dialogue modeling.
Program
09:00–09:15 Opening Remarks
09:15–10:30 Paper Session I
- Stance-aware Definition Generation for Argumentative Texts
Natalia Evgrafova, Loic De Langhe, Els Lefever and Veronique Hoste
- Exploring LLM Priming Strategies for Few-Shot Stance Classification
Yamen Ajjour and Henning Wachsmuth
- Multi-Agent LLM Debate Unveils the Premise Left Unsaid
Harvey Bonmu Ku, Jeongyeol Shin, Hyoun Jun Lee, Seonok Na and Insu Jeon
- From Debates to Diplomacy: Argument Mining Across Political Registers
Maria Poiaganova and Manfred Stede
- “The Facts Speak for Themselves”: GPT and Fallacy Classification
Erisa Bytyqi and Annette Hautli-Janisz
10:30–11:00 Coffee Break
11:00–12:00 Keynote Talk: Fact-checking as a conversation
12:00–12:30 Paper Session II
- Aspect-Based Opinion Summarization with Argumentation Schemes
Wendi Zhou, Ameer Saadat-Yazdi and Nadin Kökciyan
- Automatic Identification and Naming of Overlapping and Topic-specific Argumentation Frames
Carolin Schindler, Annalena Aicher, Niklas Rach and Wolfgang Minker
12:30–14:00 Lunch Break
14:00–14:40 Shared Task Session
14:40–15:30 Paper Session III
- Multi-Class versus Means-End: Assessing Classification Approaches for Argument Patterns
Maximilian Heinrich, Khalid Al Khatib and Benno Stein
- Toward Reasonable Parrots: Why Large Language Models Should Argue with Us by Design
Elena Musi, Nadin K¨ okciyan, Khalid Al Khatib, Davide Ceolin, Emmanuelle Dietz, Klara Maximiliane Gutekunst, Annette Hautli-Janisz, Cristián Santibá˜nez,Jodi Schneider, Jonas Scholz, Cor Steging, Jacky Visser and Henning Wachsmuth
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DebArgVis: An Interactive Visualisation Tool for Exploring Argumentative Dynamics in Debate
Martin Gruber, Zlata Kikteva, Ignaz Rutter and Annette Hautli-Janisz
- Reasoning Under Distress: Mining Claims and Evidence in Mental Health Narratives
Jannis Köckritz, Bahar İlgen and Georges Hattab
15:00–16:00 Coffee Break
16:00–17:15 Poster Session (Main Workshop Papers + Non-Archival Papers + Shared Task Papers )
17:15–18:00 Panel+ Closing Remarks
Accepted Posters
Workshop Posters
- Old but Gold: LLM-Based Features and Shallow Learning Methods for Fine-Grained Controversy Analysis in YouTube Comments
Davide Bassi, Erik Bran Marino, Renata Vieira, Martin Pereira
- On Integrating LLMs Into an Argument Annotation Workflow
Robin Schaefer
- Leveraging Graph Structural Knowledge to Improve Argument Relation Prediction in Political Debates
Deborah Dore, Stefano Faralli, Serena Villata
- A Simple but Effective Context Retrieval for Sequential Sentence Classification in Long Legal Documents
Anas Belfathi, Nicolas Hernandez, Monceaux Laura, Richard Dufour
- Argumentative Analysis of Legal Rulings: A Structured Framework Using Bobbitt’s Typology
Carlotta Giacchetta, Raffaella Bernardi, Barbara Montini, Jacopo Staiano, Serena Tomasi
- Investigating Subjective Factors of Argument Strength: Storytelling, Emotions, and Hedging
Carlotta Quensel, Neele Falk, Gabriella Lapesa
- Reproducing the Argument Quality Prediction of Project Debater
Ines Zelch, Matthias Hagen, Benno Stein, Johannes Kiesel
- Retrieving Argument Graphs Using Vision Transformers
Kilian Bartz, Mirko Lenz, Ralph Bergmann
- Practical Solutions to Practical Problems in Developing Argument Mining Systems
Debela Gemechu, Ramon Ruiz-Dolz, John Lawrence, Chris Reed
- Storytelling in Argumentative Discussions: Exploring the Use of Narratives in ChangeMyView
Sara Nabhani, Khalid Al Khatib, Federico Pianzola, Malvina Nissim
Shared Task Systems
Critical Questions Generation Shared Task
- StateCloud at Critical Questions Generation: Prompt Engineering for Critical Question Generation
Jinghui Zhang, Dongming Yang, Binghuai Lin
- Tdnguyen at CQs-Gen 2025: Adapt Large Language Models with Multi-Step Reasoning for Critical Questions Generation
Tien-Dat Nguyen, Duc-Vu Nguyen
- Webis at CQs-Gen 2025: Prompting and Reranking for Critical Questions
Midhun Kanadan and Johannes Kiesel and Maximilian Heinrich and Benno Stein
- DayDreamer at CQs-Gen 2025: Generating Critical Questions through Argument Scheme Completion
Wendi Zhou, Ameer Saadat-Yazdi, Nadin Kökciyan
- CUET_SR34 at at CQs-Gen 2025: Critical Question Generation via Few-Shot LLMs -- Integrating NER and Argument Schemes
Sajib Bhattacharjee, Tabassum Basher Rashfi, Samia Rahman, Hasan Murad
- ARG2ST at CQs-Gen 2025: Critical Questions Generation through LLMs and Usefulness-based Selection
Alan Ramponi, Gaudenzia Genoni, and Sara Tonelli
- CriticalBrew at CQs-Gen 2025: Collaborative Multi-Agent Generation and Evaluation of Critical Questions for Arguments
Roxanne El Baff, Dominik Opitz, Diaoulé Diallo
- ELLIS Alicante at CQs-Gen 2025: Winning the critical thinking questions shared task: LLM-based question generation and selection
Lucile Favero, Daniel Frases, Juan Antonio Pérez-Ortiz, Tanja Käser, Nuria Oliver
- Mind_Matrix at CQs-Gen 2025: Adaptive Generation of Critical Questions for Argumentative Interventions
Sha Newaz Mahmud, Shahriar Hossain, Momtazul Arefin Labib, Hasan Murad
- COGNAC at CQs-Gen 2025: Generating Critical Questions with LLM-Assisted Prompting and Multiple RAG Variants
Azwad Anjum Islam, Tisa Islam Erana, Mark A. Finlayson
- TriLLaMa at CQs-Gen 2025: A Two-Stage LLM-Based System for Critical Question Generation
Frieso Turkstra, Sara Nabhani, Khalid Al-Khatib
MM-ArgFallacy2025: Multimodal Argumentative Fallacy Detection and Classification on Political Debates
- Argumentative fallacy detection in political debates
Eva Cantín Larumbe and Adriana Chust Vendrell
- Multimodal argumentative fallacy classification in political debates
Warale Avinash Kalyan, Siddharth Pagaria, Chaitra V, and Spoorthi H G.
- Prompt-guided augmentation and multi-modal fusion for argumentative fallacy classification in political debates
Abdullah Tahir, Imaan Ibrar, Huma Ameer, Mehwish Fatima, and Seemab Latif
Non-Archival Posters
- A Framework for Argument Mining in Halakhic Traditional Texts
Oren Mishali, Benny Kimelfeld
- REASONINGFLOW: Semantic Structure of Complex Reasoning Traces
Jinu Lee, Sagnik Mukherjee, Dilek Hakkani-Tür, Julia Hockenmaier
- Argumentative Dialogue Snippet Coherence: An Evaluation of Inference Anchoring Theory
Paul Piwek, Jacopo Amidei, Svetlana Stoyanchev
- Human vs. LLM-generated Arguments: Distinct Styles and Quality in Persuasive Contexts
Esra Dönmez, Maximilian Maurer, Gabriella Lapesa, Agnieszka Falenska
- It Is Not Only the Negative that Deserves Attention! Understanding, Generation & Evaluation of (Positive) Moderation
Iman Jundi, Eva Maria Vecchi, Carlotta Quensel, Neele Falk, Gabriella Lapesa
- Argument Annotation in Japanese Employment Law Cases: Preliminary Results
Hiroaki Yamada, Yuya Ishihara, Fuchiyama Takao, Ryutaro Ohara, Atsushi Keyaki, Chikako Kanki, Kazuhiko Yamamoto, Mihoko Sumida
- When should a moderator intervene? Leveraging annotator trends to better handle low-resource, subjective tasks
Eva Maria Vecchi, Neele Falk, Iman Jundi, Carlotta Quensel, Gabriella Lapesa
- Political Decision-Making in Language Models: Measuring Ideological Bias through Simulation
Angelina Parfenova, Andreas Waldis, Marc Bravin, Florian Bär
Submission Topics
The topics for submissions include but are not limited to:
- Identification, Assessment, and Analysis of Arguments
- Identification of argument components (e.g., premises and conclusions)
- Structure analysis of arguments within and across documents
- Relation Identification between arguments and counterarguments (e.g., support and attack)
- Creation and evaluation of argument annotation schemes, relationships to linguistic and discourse annotations, (semi-) automatic argument annotation methods and tools, and creation of argumentation corpora
- Assessment of arguments with respect to various properties (e.g., stance, clarity)
- Generation of Arguments, Multi-modal and Multi-lingual Argument Mining
- Automatic generation of arguments and their components
- Consideration of discourse goals in argument generation
- Argument mining and generation from multi-modal/multi-lingual data
- Mining and Analysis of different Genres and Domains of Arguments
- Argument mining in specific genres and domains (e.g., education, law, scientific writing)
- Analysis of unique styles within genres (e.g., short informal text, highly structured writing)
- Modelling, assessing, and critically reflecting on the argumentative reasoning capabilities of Large Language Models
- Knowledge Integration, Information Retrieval, and Real-world Applications
- Integration of commonsense and domain knowledge into argumentation models
- Combination of information retrieval methods with argument mining
- Real-world applications, including argument web search, opinion analysis and summarization, and misinformation detection
- Interdisciplinary interfaces of Argument Mining
- Mining political discourse, by experts and laypeople
- Argument mining support for deliberation
- Persuasion and convincingess from a psychological perspective
- Subjectivity, disagreements and perspectivism in argumentation
- Ethical Considerations and Future Reflections
- Reflection on the ethical aspects and societal impact of argument mining methods
- Reflection on the future of argument mining in light of the fast advancement of large language models (LLMs)
CALL FOR PAPERS
The Workshop on Argument Mining provides a regular forum for presenting and discussing cutting-edge research in argument mining (a.k.a argumentation mining) for academic and industry researchers. By continuing a series of eleven successful previous workshops, this edition will welcome the submission of long and short papers, as well as extended abstracts and PhD proposals. It will also feature a number of shared tasks shared tasks and a keynote talk.
Check DATES and TOPICS.
Submission Details
The organizing committee welcomes submitting long papers, short papers, extended abstracts and PhD proposals. Accepted papers will be presented via oral or poster presentations. Long and short papers will be included in the ACL proceedings as workshop papers. Extended abstracts and PhD proposals will be non-archival.
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Archival submissions
- Long paper submissions must describe substantial, original, completed, and unpublished work. Wherever appropriate, concrete evaluation and analysis should be included. Long papers must be at most eight pages, including title, text, figures, and tables. An unlimited number of pages is allowed for references. Two additional pages are allowed for appendices, and an extra page is allowed in the final version to address reviewers’ comments.
- Short paper submissions must describe original and unpublished work. Please note that a short paper is not a shortened long paper. Instead, short papers should have a point that can be made in a few pages, such as a small, focused contribution, a negative result, or an interesting application nugget. Short papers must be at most four pages, including title, text, figures, and tables. An unlimited number of pages is allowed for references. One additional page is allowed for the appendix, and an extra page is allowed in the final version to address reviewers’ comments.
Non-Archival submissions
- Extended abstracts must be at most two pages including references and an additional page as an appendix for tables/figures describing ongoing projects, interesting pieces of data or results, or already published work.
While selecting the abstracts, we will keep two constraints in mind:
a) Fit to the workshop, in particular to the special theme "Broadening the scope of Argument Mining"
b) Priority to papers with doctoral students as 1st authors that could not be presented at a *CL conference due to visa restrictions.
- PhD proposals must describe PhD projects being or to be developed within the broad field of natural language argumentation processing. PhD proposals must be at most four pages including the main research directions or challenges being investigated, the specific contributions made (on the research direction), and the directions for the remaining work. A dedicated poster session will be hosted, allowing students to get feedback and discuss their work with a broad and multidisciplinary community.
Multiple Submissions
ArgMining 2025 will not consider any paper under review in a journal or another conference or workshop at the time of submission, and submitted papers must not be submitted elsewhere during the review period.
ArgMining 2025 will also accept submissions of ARR-reviewed papers, provided that the ARR reviews and meta-reviews are available by the ARR commitment deadline (May 21st). However, ArgMining 2025 will not accept direct submissions that are actively under review in ARR, or that overlap significantly (>25%) with such submissions.
Submission Format
All long, short, and demonstration submissions must follow the two-column ACL 2025 format. Authors are expected to use the LaTeX or Microsoft Word style template LaTeX or Microsoft Word style template. Submissions must conform to the official ACL style guidelines contained in these templates. Submissions must be electronic and in PDF format.
Submission Links
Authors have to fill in the submission form in the OpenReview system and upload a PDF of their paper here before April 17, 2025, 11:59 pm UTC-12h (anywhere on earth).
- Archival submissions : Long paper, Short paper
- Non-archival submissions: Extended Abstract, PhD proposals
Double Blind Review
ArgMining 2025 will follow the ACL policies preserving the integrity of double-blind review for long and short paper submissions. Papers must not include authors' names and affiliations. Furthermore, self-references or links (such as GitHub) that reveal the author’s identity, e.g., “We previously showed (Smith, 1991) …” must be avoided. Instead, use citations such as “Smith previously showed (Smith, 1991) …” Papers that do not conform to these requirements will be rejected without review. Papers should not refer, for further detail, to documents that are not available to the reviewers. For example, do not omit or redact important citation information to preserve anonymity. Instead, use the third person or named reference to this work, as described above (“Smith showed” rather than “we showed”). Papers may be accompanied by a resource (software and/or data) described in the paper, but these resources should also be anonymized.
Unlike long and short papers, demo descriptions will not be anonymous. Demo descriptions should include the authors’ names and affiliations, and self-references are allowed.
Anonimity Period (taken from the ACL call for papers in verbatim for the most part)
We follow the ACL Policies for Review and Citation. Submissions must be anonymized, but there is no anonymity period or limitation on posting or discussing non-anonymous preprints while the work is under peer review.
Best Paper Award
In order to recognize significant advancements in argument mining science and technology, ArgMining 2025 will include the Best Paper award. All papers at the workshop are eligible for the best paper award, and a selection committee consisting of prominent researchers in the fields of interest will select the award recipients.
Shared Tasks
The 12th Argument Mining Workshop will be hosting two shared tasks.
Organizers : Blanca Calvo Figueras,Rodrigo Agerri , HiTZ Basque Center for Language Technology - Ixa, University of the Basque Country UPV/EHU, Spain,
Elena Cabrio,Serena Villata, University of Côte d’Azur and member of the Inria-I3S research team Wimmics
Organizers: Eleonora Mancini, Federico Ruggeri, Paolo Torroni, Language Technologies Lab, University of Bologna, Italy
Serena Villata, Inria-I3S WIMMICS Laboratoire I3S, CNRS, Sophia Antipolis, France
Committee
Organizing Committee
Program Committee
- Rodrigo Agerri, University of the Basque Country
- Yamen Ajjour, Universität Hannover
- Alaa Alhamzeh, Universität Passau
- Ashish Anand, Indian Institute of Technology, Guwahati
- Elena Cabrio, Université Côte d'Azur
- Blanca Calvo Figueras, Universidad del País Vasco
- Chung-Chi Chen, AIST, National Institute of Advanced Industrial Science and Technology
- Johannes Daxenberger, summetix GmbH
- Roxanne El Baff, German Aerospace Center and Bauhaus-University Weimar
- Neele Falk, University of Stuttgart, Universität Stuttgart
- Debela Gemechu, University of Dundee
- Lynn Greschner, Otto-Friedrich Universität Bamberg
- Ankita Gupta, University of Massachusetts Amherst
- Annette Hautli-Janisz, Universität Passau
- Khalid Al Khatib, University of Groningen
- Johannes Kiesel, GESIS – Leibniz Institute for the Social Sciences
- Zlata Kikteva, Universität Passau
- Nadin Kökciyan, University of Edinburgh, University of Edinburgh
- John Lawrence, University of Dundee
- Davide Liga, University of Luxemburg
- Eimear Maguire, University of Dundee
- Maximilian Maurer, GESIS Leibniz Institute for the Social Sciences
- Elena Musi, University of Liverpool
- Irina Nikishina, University of Hamburg
- Matthias Orlikowski, Universität Bielefeld
- Joonsuk Park, University of Richmond
- Martin Pereira, University of Santiago de Compostela
- Chris Reed, University of Dundee
- Julia Romberg, GESIS Leibniz Institute for the Social Sciences
- Ameer Saadat-Yazdi, University of Edinburgh
- Sougata Saha, Mohamed bin Zayed University of Artificial Intelligence
- Patrick Saint-Dizier, CNRS
- Gabriella Skitalinskaya, Duolingo
- Manfred Stede, Universität Potsdam
- Benno Stein, Bauhaus Universität Weimar
- Regina Stodden, Universität Bielefeld
- Eva Maria Vecchi, University of Stuttgart, Universität Stuttgart
- Serena Villata, CNRS
- Henning Wachsmuth, Leibniz Universität Hannover
- Vern R. Walker, Hofstra University
- Dexter Williams, University of Illinois at Urbana-Champaign
- Hiroaki Yamada, Institute of Science Tokyo
- Tangming Yuan, University of York
- Yang Zhong, University of Pittsburgh