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This paper presents an overview of the ImageArg shared task, the first multimodal Argument Mining shared task co-located with the 10th Workshop on Argument Mining at EMNLP 2023. The shared task comprises two classification subtasks - (1)…

Computation and Language · Computer Science 2023-10-25 Zhexiong Liu , Mohamed Elaraby , Yang Zhong , Diane Litman

We report findings of the TSAR-2022 shared task on multilingual lexical simplification, organized as part of the Workshop on Text Simplification, Accessibility, and Readability TSAR-2022 held in conjunction with EMNLP 2022. The task called…

Computation and Language · Computer Science 2023-02-07 Horacio Saggion , Sanja Štajner , Daniel Ferrés , Kim Cheng Sheang , Matthew Shardlow , Kai North , Marcos Zampieri

We present an overview of the BLP Sentiment Shared Task, organized as part of the inaugural BLP 2023 workshop, co-located with EMNLP 2023. The task is defined as the detection of sentiment in a given piece of social media text. This task…

Computation and Language · Computer Science 2024-02-23 Md. Arid Hasan , Firoj Alam , Anika Anjum , Shudipta Das , Afiyat Anjum

Objective: to provide a scoping review of papers on clinical natural language processing (NLP) tasks that use publicly available electronic health record data from a cohort of patients. Materials and Methods: We searched six databases,…

There is currently a gap between the natural language expression of scholarly publications and their structured semantic content modeling to enable intelligent content search. With the volume of research growing exponentially every year, a…

Computation and Language · Computer Science 2021-10-18 Jennifer D'Souza , Sören Auer , Ted Pedersen

Creating explanations for answers to science questions is a challenging task that requires multi-hop inference over a large set of fact sentences. This year, to refocus the Textgraphs Shared Task on the problem of gathering relevant…

Computation and Language · Computer Science 2021-07-29 Vivek Kalyan , Sam Witteveen , Martin Andrews

This paper presents The Shared Task on Euphemism Detection for the Third Workshop on Figurative Language Processing (FigLang 2022) held in conjunction with EMNLP 2022. Participants were invited to investigate the euphemism detection task:…

Computation and Language · Computer Science 2022-12-06 Patrick Lee , Anna Feldman , Jing Peng

We present the TAPAS contribution to the Shared Task on Statement Verification and Evidence Finding with Tables (SemEval 2021 Task 9, Wang et al. (2021)). SEM TAB FACT Task A is a classification task of recognizing if a statement is…

Computation and Language · Computer Science 2021-04-05 Thomas Müller , Julian Martin Eisenschlos , Syrine Krichene

We describe the CoNLL-2001 shared task: dividing text into clauses. We give background information on the data sets, present a general overview of the systems that have taken part in the shared task and briefly discuss their performance.

Computation and Language · Computer Science 2007-05-23 Erik F. Tjong Kim Sang , Herve Dejean

AI and NLP publication venues have increasingly encouraged researchers to reflect on possible ethical considerations, adverse impacts, and other responsible AI issues their work might engender. However, for specific NLP tasks our…

Computation and Language · Computer Science 2023-11-21 Yu Lu Liu , Meng Cao , Su Lin Blodgett , Jackie Chi Kit Cheung , Alexandra Olteanu , Adam Trischler

We describe our effort on automated extraction of socio-political events from news in the scope of a workshop and a shared task we organized at Language Resources and Evaluation Conference (LREC 2020). We believe the event extraction…

Computation and Language · Computer Science 2020-05-14 Ali Hürriyetoğlu , Vanni Zavarella , Hristo Tanev , Erdem Yörük , Ali Safaya , Osman Mutlu

This document explains the annotation schemes used to label the data for the FinCausal Shared Task (Mariko et al., 2020). This task is associated to the Joint Workshop on Financial Narrative Processing and MultiLing Financial Summarisation…

Computation and Language · Computer Science 2020-12-07 Dominique Mariko , Estelle Labidurie , Yagmur Ozturk , Hanna Abi Akl , Hugues de Mazancourt

This survey article has grown out of the RL4ED workshop organized by the authors at the Educational Data Mining (EDM) 2021 conference. We organized this workshop as part of a community-building effort to bring together researchers and…

Machine Learning · Computer Science 2021-07-20 Adish Singla , Anna N. Rafferty , Goran Radanovic , Neil T. Heffernan

With the recent advances of large language models (LLMs), it is no longer infeasible to build an automated debate system that helps people to synthesise persuasive arguments. Previous work attempted this task by integrating multiple…

Computation and Language · Computer Science 2024-08-21 Hao Li , Yuping Wu , Viktor Schlegel , Riza Batista-Navarro , Tharindu Madusanka , Iqra Zahid , Jiayan Zeng , Xiaochi Wang , Xinran He , Yizhi Li , Goran Nenadic

This paper describes our contribution to SemEval 2021 Task 1: Lexical Complexity Prediction. In our approach, we leverage the ELECTRA model and attempt to mirror the data annotation scheme. Although the task is a regression task, we show…

Computation and Language · Computer Science 2021-04-05 Neil Rajiv Shirude , Sagnik Mukherjee , Tushar Shandhilya , Ananta Mukherjee , Ashutosh Modi

The aim of the CASE 2021 Shared Task 1 (H\"urriyeto\u{g}lu et al., 2021) was to detect and classify socio-political and crisis event information at document, sentence, cross-sentence, and token levels in a multilingual setting, with each of…

Computation and Language · Computer Science 2021-11-01 Vivek Kalyan , Paul Tan , Shaun Tan , Martin Andrews

A main goal of Argument Mining (AM) is to analyze an author's stance. Unlike previous AM datasets focusing only on text, the shared task at the 10th Workshop on Argument Mining introduces a dataset including both text and images.…

Artificial Intelligence · Computer Science 2023-10-11 Qing Zong , Zhaowei Wang , Baixuan Xu , Tianshi Zheng , Haochen Shi , Weiqi Wang , Yangqiu Song , Ginny Y. Wong , Simon See

This article reports on a survey carried out across the Natural Language Processing (NLP) community. The survey aimed to capture the opinions of the research community on issues surrounding shared tasks, with respect to both participation…

Computation and Language · Computer Science 2021-05-12 Carla Parra Escartín , Teresa Lynn , Joss Moorkens , Jane Dunne

Keyphrase annotation is the task of identifying textual units that represent the main content of a document. Keyphrase annotation is either carried out by extracting the most important phrases from a document, keyphrase extraction, or by…

Computation and Language · Computer Science 2016-11-08 Adrien Bougouin , Florian Boudin , Béatrice Daille

Extracting key information from documents represents a large portion of business workloads and therefore offers a high potential for efficiency improvements and process automation. With recent advances in Deep Learning, a plethora of Deep…

Information Retrieval · Computer Science 2025-07-21 Alexander Michael Rombach , Peter Fettke