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The global pandemic has made it more important than ever to quickly and accurately retrieve relevant scientific literature for effective consumption by researchers in a wide range of fields. We provide an analysis of several multi-label…

Information Retrieval · Computer Science 2020-09-11 Bernal Jiménez Gutiérrez , Juncheng Zeng , Dongdong Zhang , Ping Zhang , Yu Su

To enable building and testing models on long-document comprehension, we introduce QuALITY, a multiple-choice QA dataset with context passages in English that have an average length of about 5,000 tokens, much longer than typical current…

The use of social media data, like Twitter, for biomedical research has been gradually increasing over the years. With the COVID-19 pandemic, researchers have turned to more nontraditional sources of clinical data to characterize the…

Information Retrieval · Computer Science 2021-07-28 Luis Alberto Robles Hernandez , Tiffany J. Callahan , Juan M. Banda

Community-based Question Answering (CQA), which allows users to acquire their desired information, has increasingly become an essential component of online services in various domains such as E-commerce, travel, and dining. However, an…

Computation and Language · Computer Science 2022-11-21 Ting-Yao Hsu , Yoshi Suhara , Xiaolan Wang

Triggered by the COVID-19 crisis, Israel's Ministry of Health (MoH) held a virtual Datathon based on deidentified governmental data. Organized by a multidisciplinary committee, Israel's research community was invited to offer insights to…

We present a new dataset for form understanding in noisy scanned documents (FUNSD) that aims at extracting and structuring the textual content of forms. The dataset comprises 199 real, fully annotated, scanned forms. The documents are noisy…

Information Retrieval · Computer Science 2019-10-30 Guillaume Jaume , Hazim Kemal Ekenel , Jean-Philippe Thiran

Understanding and reasoning about cooking recipes is a fruitful research direction towards enabling machines to interpret procedural text. In this work, we introduce RecipeQA, a dataset for multimodal comprehension of cooking recipes. It…

Computation and Language · Computer Science 2018-09-05 Semih Yagcioglu , Aykut Erdem , Erkut Erdem , Nazli Ikizler-Cinbis

One of the fastest-growing domains in AI is healthcare. Given its importance, it has been the interest of many researchers to deploy ML models into the ever-demanding healthcare domain to aid doctors and increase accessibility. Delivering…

As scientists worldwide search for answers to the overwhelmingly unknown behind the deadly pandemic, the literature concerning COVID-19 has been growing exponentially. Keeping abreast of the body of literature at such a rapidly advancing…

Digital Libraries · Computer Science 2020-12-24 Chaomei Chen

We present an overview of the TREC-COVID Challenge, an information retrieval (IR) shared task to evaluate search on scientific literature related to COVID-19. The goals of TREC-COVID include the construction of a pandemic search test…

Information Retrieval · Computer Science 2021-04-21 Kirk Roberts , Tasmeer Alam , Steven Bedrick , Dina Demner-Fushman , Kyle Lo , Ian Soboroff , Ellen Voorhees , Lucy Lu Wang , William R Hersh

In recent years, chatbots have gained widespread adoption thanks to their ability to assist users at any time and across diverse domains. However, the lack of large-scale curated datasets limits research on their quality and reliability.…

Software Engineering · Computer Science 2026-01-28 Elena Masserini , Diego Clerissi , Daniela Micucci , Leonardo Mariani

Code retrieval is essential in modern software development, as it boosts code reuse and accelerates debugging. However, current benchmarks primarily emphasize functional relevance while neglecting critical dimensions of software quality.…

Software Engineering · Computer Science 2025-08-28 Jiahui Geng , Fengyu Cai , Shaobo Cui , Qing Li , Liangwei Chen , Chenyang Lyu , Haonan Li , Derui Zhu , Walter Pretschner , Heinz Koeppl , Fakhri Karray

Data plays a vital role in machine learning studies. In the research of recommendation, both user behaviors and side information are helpful to model users. So, large-scale real scenario datasets with abundant user behaviors will contribute…

Information Retrieval · Computer Science 2021-06-14 Bin Hao , Min Zhang , Weizhi Ma , Shaoyun Shi , Xinxing Yu , Houzhi Shan , Yiqun Liu , Shaoping Ma

We present a new dataset for Visual Question Answering (VQA) on document images called DocVQA. The dataset consists of 50,000 questions defined on 12,000+ document images. Detailed analysis of the dataset in comparison with similar datasets…

Computer Vision and Pattern Recognition · Computer Science 2021-01-06 Minesh Mathew , Dimosthenis Karatzas , C. V. Jawahar

We present Reddit Health Online Talk (RedHOT), a corpus of 22,000 richly annotated social media posts from Reddit spanning 24 health conditions. Annotations include demarcations of spans corresponding to medical claims, personal…

Computation and Language · Computer Science 2023-02-09 Somin Wadhwa , Vivek Khetan , Silvio Amir , Byron Wallace

This paper describes a large global dataset on people's discourse and responses to the COVID-19 pandemic over the Twitter platform. From 28 January 2020 to 1 June 2022, we collected and processed over 252 million Twitter posts from more…

Computation and Language · Computer Science 2022-06-28 Raj Kumar Gupta , Ajay Vishwanath , Yinping Yang

This dataset contains anonymised human lung computed tomography (CT) scans with COVID-19 related findings, as well as without such findings. A small subset of studies has been annotated with binary pixel masks depicting regions of interests…

Query-focused summarization (QFS) aims to extract or generate a summary of an input document that directly answers or is relevant to a given query. The lack of large-scale datasets in the form of documents, queries, and summaries has…

Computation and Language · Computer Science 2023-05-23 Ruochen Xu , Song Wang , Yang Liu , Shuohang Wang , Yichong Xu , Dan Iter , Chenguang Zhu , Michael Zeng

In this paper, we present the first multilingual FAQ dataset publicly available. We collected around 6M FAQ pairs from the web, in 21 different languages. Although this is significantly larger than existing FAQ retrieval datasets, it comes…

Computation and Language · Computer Science 2021-10-06 Maxime De Bruyn , Ehsan Lotfi , Jeska Buhmann , Walter Daelemans

We introduce a new dataset called Synthetic COVID-19 Chest X-ray Dataset for training machine learning models. The dataset consists of 21,295 synthetic COVID-19 chest X-ray images to be used for computer-aided diagnosis. These images,…

Image and Video Processing · Electrical Eng. & Systems 2021-06-21 Hasib Zunair , A. Ben Hamza
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