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Despite the tremendous recent progress on natural language inference (NLI), driven largely by large-scale investment in new datasets (e.g., SNLI, MNLI) and advances in modeling, most progress has been limited to English due to a lack of…

Computation and Language · Computer Science 2020-10-13 Hai Hu , Kyle Richardson , Liang Xu , Lu Li , Sandra Kuebler , Lawrence S. Moss

Patronizing and condescending language (PCL) is everywhere, but rarely is the focus on its use by media towards vulnerable communities. Accurately detecting PCL of this form is a difficult task due to limited labeled data and how subtle it…

Computation and Language · Computer Science 2022-04-19 David Koleczek , Alex Scarlatos , Siddha Karakare , Preshma Linet Pereira

This paper introduces the open-source dataset WanJuanSiLu, designed to provide high-quality training corpora for low-resource languages, thereby advancing the research and development of multilingual models. To achieve this, we have…

Text similarity detection aims at measuring the degree of similarity between a pair of texts. Corpora available for text similarity detection are designed to evaluate the algorithms to assess the paraphrase level among documents. In this…

Information Retrieval · Computer Science 2017-03-14 Juan-Manuel Torres-Moreno , Gerardo Sierra , Peter Peinl

Existing neural machine translation (NMT) studies mainly focus on developing dataset-specific models based on data from different tasks (e.g., document translation and chat translation). Although the dataset-specific models have achieved…

Computation and Language · Computer Science 2023-05-19 Yunlong Liang , Fandong Meng , Jinan Xu , Jiaan Wang , Yufeng Chen , Jie Zhou

The generative plagiarism detection task at PAN 2025 aims at identifying automatically generated textual plagiarism in scientific articles and aligning them with their respective sources. We created a novel large-scale dataset of…

Computation and Language · Computer Science 2025-10-09 André Greiner-Petter , Maik Fröbe , Jan Philip Wahle , Terry Ruas , Bela Gipp , Akiko Aizawa , Martin Potthast

This paper introduces the Multi-Genre Natural Language Inference (MultiNLI) corpus, a dataset designed for use in the development and evaluation of machine learning models for sentence understanding. In addition to being one of the largest…

Computation and Language · Computer Science 2018-02-21 Adina Williams , Nikita Nangia , Samuel R. Bowman

Eye-Tracking data is a very useful source of information to study cognition and especially language comprehension in humans. In this paper, we describe our systems for the CMCL 2022 shared task on predicting eye-tracking information. We…

Computation and Language · Computer Science 2022-04-12 Sunit Bhattacharya , Rishu Kumar , Ondrej Bojar

Recent studies leverage large language models with multi-tasking capabilities, using natural language prompts to guide the model's behavior and surpassing performance of task-specific models. Motivated by this, we ask: can we build a single…

Computation and Language · Computer Science 2024-04-04 Siddhant Arora , Hayato Futami , Jee-weon Jung , Yifan Peng , Roshan Sharma , Yosuke Kashiwagi , Emiru Tsunoo , Karen Livescu , Shinji Watanabe

This article presents the application of the Universal Named Entity framework to generate automatically annotated corpora. By using a workflow that extracts Wikipedia data and meta-data and DBpedia information, we generated an English…

Computation and Language · Computer Science 2022-12-15 Diego Alves , Gaurish Thakkar , Marko Tadić

The ALTA shared tasks have been running annually since 2010. In 2024, the purpose of the task is to detect machine-generated text in a hybrid setting where the text may contain portions of human text and portions machine-generated. In this…

Computation and Language · Computer Science 2024-12-25 Diego Mollá , Qiongkai Xu , Zijie Zeng , Zhuang Li

Code-switching (CS) remains a significant challenge in Natural Language Processing (NLP), mainly due a lack of relevant data. In the context of the contact between the Basque and Spanish languages in the north of the Iberian Peninsula, CS…

Computation and Language · Computer Science 2025-02-06 Maite Heredia , Jeremy Barnes , Aitor Soroa

We present an overview of the SCIDOCA 2025 Shared Task, which focuses on citation discovery and prediction in scientific documents. The task is divided into three subtasks: (1) Citation Discovery, where systems must identify relevant…

Digital Libraries · Computer Science 2025-09-30 An Dao , Vu Tran , Le-Minh Nguyen , Yuji Matsumoto

The multilingual nature of the world makes translation a crucial requirement today. Parallel dictionaries constructed by humans are a widely-available resource, but they are limited and do not provide enough coverage for good quality…

Computation and Language · Computer Science 2015-12-08 Krzysztof Wołk , Krzysztof Marasek

Medical errors in clinical text pose significant risks to patient safety. The MEDIQA-CORR 2024 shared task focuses on detecting and correcting these errors across three subtasks: identifying the presence of an error, extracting the…

Computation and Language · Computer Science 2024-04-24 Augustin Toma , Ronald Xie , Steven Palayew , Patrick R. Lawler , Bo Wang

Natural Language Explanations (NLE) aim at supplementing the prediction of a model with human-friendly natural text. Existing NLE approaches involve training separate models for each downstream task. In this work, we propose Uni-NLX, a…

Computer Vision and Pattern Recognition · Computer Science 2023-09-20 Fawaz Sammani , Nikos Deligiannis

We propose a unified neural network architecture and learning algorithm that can be applied to various natural language processing tasks including: part-of-speech tagging, chunking, named entity recognition, and semantic role labeling. This…

Machine Learning · Computer Science 2011-03-03 Ronan Collobert , Jason Weston , Leon Bottou , Michael Karlen , Koray Kavukcuoglu , Pavel Kuksa

This paper reports the findings of the ICON 2023 on Gendered Abuse Detection in Indic Languages. The shared task deals with the detection of gendered abuse in online text. The shared task was conducted as a part of ICON 2023, based on a…

Computation and Language · Computer Science 2024-01-09 Aatman Vaidya , Arnav Arora , Aditya Joshi , Tarunima Prabhakar

The hidden nature and the limited accessibility of the Dark Web, combined with the lack of public datasets in this domain, make it difficult to study its inherent characteristics such as linguistic properties. Previous works on text…

Computation and Language · Computer Science 2022-05-05 Youngjin Jin , Eugene Jang , Yongjae Lee , Seungwon Shin , Jin-Woo Chung

Complex Word Identification (CWI) is a task centered on detecting hard-to-understand words, or groups of words, in texts from different areas of expertise. The purpose of CWI is to highlight problematic structures that non-native speakers…

Computation and Language · Computer Science 2020-10-05 George-Eduard Zaharia , Dumitru-Clementin Cercel , Mihai Dascalu