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In supervised machine learning, the assumption that training data is labelled correctly is not always satisfied. In this paper, we investigate an instance of labelling error for classification tasks in which the dataset is corrupted with…

Sound · Computer Science 2020-02-13 Turab Iqbal , Yin Cao , Qiuqiang Kong , Mark D. Plumbley , Wenwu Wang

Unsupervised Person Re-identification (U-ReID) with pseudo labeling recently reaches a competitive performance compared to fully-supervised ReID methods based on modern clustering algorithms. However, such clustering-based scheme becomes…

Computer Vision and Pattern Recognition · Computer Science 2022-08-09 Xin Jin , Tianyu He , Xu Shen , Tongliang Liu , Xinchao Wang , Jianqiang Huang , Zhibo Chen , Xian-Sheng Hua

Funding acknowledgments in scholarly publications provide large-scale trace data on organizations that support scientific research. We present a dataset for linking global science funding organizations to research publications by…

Digital Libraries · Computer Science 2026-03-26 Jacob Aarup Dalsgaard , Filipi Nascimento Silva , Jin AI

Labeled data is a fundamental component in training supervised deep learning models for computer vision tasks. However, the labeling process, especially for ordinal image classification where class boundaries are often ambiguous, is prone…

Computer Vision and Pattern Recognition · Computer Science 2026-05-19 Alireza Sedighi Moghaddam , Mohammad Reza Mohammadi

Automated classification of metadata of research data by their discipline(s) of research can be used in scientometric research, by repository service providers, and in the context of research data aggregation services. Openly available…

Information Retrieval · Computer Science 2019-10-22 Tobias Weber , Dieter Kranzlmüller , Michael Fromm , Nelson Tavares de Sousa

Language identification (LID) is a fundamental step in curating multilingual corpora. However, LID models still perform poorly for many languages, especially on the noisy and heterogeneous web data often used to train multilingual language…

Computation and Language · Computer Science 2026-01-27 Pedro Ortiz Suarez , Laurie Burchell , Catherine Arnett , Rafael Mosquera-Gómez , Sara Hincapie-Monsalve , Thom Vaughan , Damian Stewart , Malte Ostendorff , Idris Abdulmumin , Vukosi Marivate , Shamsuddeen Hassan Muhammad , Atnafu Lambebo Tonja , Hend Al-Khalifa , Nadia Ghezaiel Hammouda , Verrah Otiende , Tack Hwa Wong , Jakhongir Saydaliev , Melika Nobakhtian , Muhammad Ravi Shulthan Habibi , Chalamalasetti Kranti , Carol Muchemi , Khang Nguyen , Faisal Muhammad Adam , Luis Frentzen Salim , Reem Alqifari , Cynthia Amol , Joseph Marvin Imperial , Ilker Kesen , Ahmad Mustafid , Pavel Stepachev , Leshem Choshen , David Anugraha , Hamada Nayel , Seid Muhie Yimam , Vallerie Alexandra Putra , My Chiffon Nguyen , Azmine Toushik Wasi , Gouthami Vadithya , Rob van der Goot , Lanwenn ar C'horr , Karan Dua , Andrew Yates , Mithil Bangera , Yeshil Bangera , Hitesh Laxmichand Patel , Shu Okabe , Fenal Ashokbhai Ilasariya , Dmitry Gaynullin , Genta Indra Winata , Yiyuan Li , Juan Pablo Martínez , Amit Agarwal , Ikhlasul Akmal Hanif , Raia Abu Ahmad , Esther Adenuga , Filbert Aurelian Tjiaranata , Weerayut Buaphet , Michael Anugraha , Sowmya Vajjala , Benjamin Rice , Azril Hafizi Amirudin , Jesujoba O. Alabi , Srikant Panda , Yassine Toughrai , Bruhan Kyomuhendo , Daniel Ruffinelli , Akshata A , Manuel Goulão , Ej Zhou , Ingrid Gabriela Franco Ramirez , Cristina Aggazzotti , Konstantin Dobler , Jun Kevin , Quentin Pagès , Nicholas Andrews , Nuhu Ibrahim , Mattes Ruckdeschel , Amr Keleg , Mike Zhang , Casper Muziri , Saron Samuel , Sotaro Takeshita , Kun Kerdthaisong , Luca Foppiano , Rasul Dent , Tommaso Green , Ahmad Mustapha Wali , Kamohelo Makaaka , Vicky Feliren , Inshirah Idris , Hande Celikkanat , Abdulhamid Abubakar , Jean Maillard , Benoît Sagot , Thibault Clérice , Kenton Murray , Sarah Luger

Data sharing is crucial for open science and reproducible research, but the legal sharing of clinical data requires the removal of protected health information from electronic health records. This process, known as de-identification, is…

Machine Learning · Computer Science 2024-01-04 Yuxin Xiao , Shulammite Lim , Tom Joseph Pollard , Marzyeh Ghassemi

Out-of-distribution (OOD) detection has seen significant advancements with zero-shot approaches by leveraging the powerful Vision-Language Models (VLMs) such as CLIP. However, prior research works have predominantly focused on enhancing…

Computer Vision and Pattern Recognition · Computer Science 2025-01-10 Pei-Kang Lee , Jun-Cheng Chen , Ja-Ling Wu

We show that large language models can be used to perform at-scale deanonymization. With full Internet access, our agent can re-identify Hacker News users and Anthropic Interviewer participants at high precision, given pseudonymous online…

Cryptography and Security · Computer Science 2026-02-27 Simon Lermen , Daniel Paleka , Joshua Swanson , Michael Aerni , Nicholas Carlini , Florian Tramèr

The Multilingual Semantic Web has been in focus for over a decade. Multilingualism in Linked Data and RDF has shown substantial adoption, but this is unclear for ontologies since the last review 15 years ago. One of the design goals for OWL…

Artificial Intelligence · Computer Science 2022-10-07 Frances Gillis-Webber , C. Maria Keet

On December 4, 2025, Anthropic released Anthropic Interviewer, an AI tool for running qualitative interviews at scale, along with a public dataset of 1,250 interviews with professionals, including 125 scientists, about their use of AI for…

Cryptography and Security · Computer Science 2026-01-12 Tianshi Li

This study presents OpenExtract, an open-source pipeline for automated data extraction in large-scale systematic literature reviews. The pipeline queries large language models (LLMs) to predict data entries based on relevant sections of…

Personalized content-based recommender systems have become indispensable tools for users to navigate through the vast amount of content available on platforms like daily news websites and book recommendation services. However, existing…

Information Retrieval · Computer Science 2023-09-01 Qijiong Liu , Nuo Chen , Tetsuya Sakai , Xiao-Ming Wu

Ever-larger language models with ever-increasing capabilities are by now well-established text processing tools. Alas, information extraction tasks such as named entity recognition are still largely unaffected by this progress as they are…

Computation and Language · Computer Science 2023-08-16 Tobias Deußer , Lars Hillebrand , Christian Bauckhage , Rafet Sifa

Many optimization algorithm benchmarking platforms allow users to share their experimental data to promote reproducible and reusable research. However, different platforms use different data models and formats, which drastically complicates…

Artificial Intelligence · Computer Science 2022-11-22 Ana Kostovska , Diederick Vermetten , Carola Doerr , Saso Džeroski , Panče Panov , Tome Eftimov

In this article, we focus on the importance of open research information as the foundation for transparent and responsible research assessment and discovery of research outputs. We introduce work in which we support the open research…

Digital Libraries · Computer Science 2023-01-05 Daniel Nüst , Gazi Yücel , Anette Cordts , Christian Hauschke

Many platforms for benchmarking optimization algorithms offer users the possibility of sharing their experimental data with the purpose of promoting reproducible and reusable research. However, different platforms use different data models…

Neural and Evolutionary Computing · Computer Science 2021-04-27 Ana Kostovska , Diederick Vermetten , Carola Doerr , Sašo Džeroski , Panče Panov , Tome Eftimov

Algorithmic classifications of research publications can be used to study many different aspects of the science system, such as the organization of science into fields, the growth of fields, interdisciplinarity, and emerging topics. How to…

Digital Libraries · Computer Science 2021-01-01 Peter Sjögårde , Per Ahlgren , Ludo Waltman

In a social community, multiple persons may share the same name, phone number or some other identifying attributes. This, along with other phenomena, such as name abbreviation, name misspelling, and human error leads to erroneous…

Information Retrieval · Computer Science 2016-02-19 Baichuan Zhang , Tanay Kumar Saha , Mohammad Al Hasan

Objective: Develop a cost-effective, large language model (LLM)-based pipeline for automatically extracting Review of Systems (ROS) entities from clinical notes. Materials and Methods: The pipeline extracts ROS section from the clinical…

Computation and Language · Computer Science 2026-05-15 Hieu Nghiem , Zhuqi Miao , Hemanth Reddy Singareddy , Jivan Lamichhane , Abdulaziz Ahmed , Johnson Thomas , Dursun Delen , William Paiva