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Identifying suitable datasets for a research question remains challenging because existing dataset search engines rely heavily on metadata quality and keyword overlap, which often fail to capture the semantic intent of scientific…

Digital Libraries · Computer Science 2026-01-09 Zhiyin Tan , Changxu Duan

The ability to distinctly and properly collate an individual researcher's publications is crucial for ensuring appropriate recognition, guiding the allocation of research funding and informing hiring decisions. However, accurately grouping…

Instrumentation and Methods for Astrophysics · Physics 2025-11-17 Vicente Amado Olivo , Wolfgang Kerzendorf , Bangjing Lu , Joshua V. Shields , Andreas Flörs , Nutan Chen

Research waste in biomedical science is driven by redundant studies, incomplete reporting, and the limited scalability of traditional evidence synthesis workflows. We present an AI co-scientist for scalable and transparent knowledge…

Artificial Intelligence · Computer Science 2026-01-21 Arya Rahgozar , Pouria Mortezaagha

Despite alarm over the reliance of machine learning systems on so-called spurious patterns, the term lacks coherent meaning in standard statistical frameworks. However, the language of causality offers clarity: spurious associations are due…

Computation and Language · Computer Science 2020-02-18 Divyansh Kaushik , Eduard Hovy , Zachary C. Lipton

A recent study showed that more than 70% of researchers fail to reproduce their peers's experiments and more than half fail to reproduce their own experiments. Obviously, from a perspective of scientific quality this is a more than…

Human-Computer Interaction · Computer Science 2021-03-18 Andrew Tristan , Vinicius Woloszyn , Ben Kaden

We present a novel algorithm and validation method for disambiguating author names in very large bibliographic data sets and apply it to the full Web of Science (WoS) citation index. Our algorithm relies only upon the author and citation…

Digital Libraries · Computer Science 2014-12-11 Christian Schulz , Amin Mazloumian , Alexander M Petersen , Orion Penner , Dirk Helbing

With over 20 million records, the ADS citation database is regularly used by researchers and librarians to measure the scientific impact of individuals, groups, and institutions. In addition to the traditional sources of citations, the ADS…

Causal effect identification considers whether an interventional probability distribution can be uniquely determined without parametric assumptions from measured source distributions and structural knowledge on the generating system. While…

Machine Learning · Statistics 2021-08-30 Santtu Tikka , Antti Hyttinen , Juha Karvanen

Error-correcting codes (ECC) are used to reduce multiclass classification tasks to multiple binary classification subproblems. In ECC, classes are represented by the rows of a binary matrix, corresponding to codewords in a codebook.…

Machine Learning · Computer Science 2023-02-13 Itay Evron , Ophir Onn , Tamar Weiss Orzech , Hai Azeroual , Daniel Soudry

Davis (2008) analyzes citations from 2004-2007 in 11 biomedical journals. 15% of authors paid to make them Open Access (OA). The outcome is a significant OA citation Advantage, but a small one (21%). The author infers that the OA advantage…

Digital Libraries · Computer Science 2009-09-29 Stevan Harnad

Online questionnaires that use crowd-sourcing platforms to recruit participants have become commonplace, due to their ease of use and low costs. Artificial Intelligence (AI) based Large Language Models (LLM) have made it easy for bad actors…

Human-Computer Interaction · Computer Science 2024-02-02 Benjamin Lebrun , Sharon Temtsin , Andrew Vonasch , Christoph Bartneck

Software is a central part of modern science, and knowledge of its use is crucial for the scientific community with respect to reproducibility and attribution of its developers. Several studies have investigated in-text mentions of software…

Digital Libraries · Computer Science 2024-04-19 David Schindler , Tazin Hossain , Sascha Spors , Frank Krüger

Causal discovery is a powerful technique for identifying causal relationships among variables in data. It has been widely used in various applications in software engineering. Causal discovery extensively involves conditional independence…

Software Engineering · Computer Science 2023-09-12 Pingchuan Ma , Zhenlan Ji , Peisen Yao , Shuai Wang , Kui Ren

Deep Learning has become a very valuable tool in different fields, and no one doubts the learning capacity of these models. Nevertheless, since Deep Learning models are often seen as black boxes due to their lack of interpretability, there…

Machine Learning · Computer Science 2021-04-23 Jokin Labaien , Ekhi Zugasti , Xabier De Carlos

OpenAlex, launched in 2022 as a fully open scholarly data source, promises greater inclusiveness compared to traditional proprietary databases. This study evaluates whether OpenAlex delivers on that promise by examining its coverage and…

Digital Libraries · Computer Science 2025-12-19 Lin Zhang , Zhe Cao , Jianhua Liu , Nees Jan van Eck

The task of Cross-document Coreference Resolution has been traditionally formulated as requiring to identify all coreference links across a given set of documents. We propose an appealing, and often more applicable, complementary set up for…

Computation and Language · Computer Science 2022-10-25 Alon Eirew , Avi Caciularu , Ido Dagan

Scientific hypothesis generation is a critical bottleneck in accelerating research, yet existing datasets for training and evaluating hypothesis-generating models are limited to single domains and lack explicit reasoning traces connecting…

Computation and Language · Computer Science 2026-04-01 Andrew Bouras , OMS-II Research Fellow

We present a unsupervised semantic search pipeline for the Causality-driven Adhoc Information Retrieval (CAIR-2021) shared task. The CAIR shared task expands traditional information retrieval to support the retrieval of documents containing…

Information Retrieval · Computer Science 2025-03-04 Dhairya Dalal , Sharmi Dev Gupta , Bentolhoda Binaei

Scholars frequently employ relatedness measures to estimate the similarity between two different items (e.g., documents, authors, and institutes). Such relatedness measures are commonly based on overlapping references ($\textit{i.e.}$,…

Social and Information Networks · Computer Science 2020-04-14 Jinhyuk Yun , Sejung Ahn , June Young Lee

We present the first approach to automatically building resources for academic writing. The aim is to build a writing aid system that automatically edits a text so that it better adheres to the academic style of writing. On top of existing…

Computation and Language · Computer Science 2020-03-09 Seid Muhie Yimam , Gopalakrishnan Venkatesh , John Sie Yuen Lee , Chris Biemann